{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Implementation of \"Contrast Preserving Decolorization\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## caculating gradient vector of one channel image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_grad_vector_single_channel(single_img):\n",
    "    h,w=single_img.shape[:2]\n",
    "    kernelx = np.array([[1., -1.]])\n",
    "    kx_rows, kx_cols = kernelx.shape[:2]\n",
    "    grad_x = cv2.filter2D(single_img, -1, kernelx, anchor=(kx_cols - kx_rows // 2 - 1, kx_rows - kx_rows // 2 - 1), delta=0.,\n",
    "                        borderType=cv2.BORDER_CONSTANT)\n",
    "    grad_x[:, w - 1] = 0.\n",
    "\n",
    "    kernely = np.array([[1.], [-1.]])\n",
    "    ky_rows, ky_cols = kernely.shape[:2]\n",
    "    grad_y= cv2.filter2D(single_img, -1, kernely, anchor=(ky_cols - ky_cols // 2 - 1, ky_rows - ky_rows // 2 - 1), delta=0.,\n",
    "                        borderType=cv2.BORDER_CONSTANT)\n",
    "    grad_y[h-1,:]=0.\n",
    "    return np.r_[grad_x.reshape(-1, ), grad_y.reshape(-1, )]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## caculating delta\n",
    "$|\\delta|=\\sqrt{(L_x-L_y)^2+(a_x-a_y)^2+(b_x-b_y)^2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_delta(src_img):\n",
    "    L, a, b = cv2.split(cv2.cvtColor(src_img, cv2.COLOR_BGR2Lab))\n",
    "    grad_L = cal_grad_vector_single_channel(L)\n",
    "    grad_a = cal_grad_vector_single_channel(a)\n",
    "    grad_b = cal_grad_vector_single_channel(b)\n",
    "    return np.sqrt(grad_L ** 2 + grad_a ** 2 + grad_b ** 2) / 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## caculating l and M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_l_M(src_img):\n",
    "    b, g, r = cv2.split(src_img)\n",
    "    M = np.concatenate((r[:, :, np.newaxis], g[:, :, np.newaxis], b[:, :, np.newaxis],\n",
    "                        (r * g)[:, :, np.newaxis], (r * b)[:, :, np.newaxis], (g * b)[:, :, np.newaxis],\n",
    "                        (r * r)[:, :, np.newaxis], (g * g)[:, :, np.newaxis], (b * b)[:, :, np.newaxis]), axis=2)\n",
    "    h, w = b.shape[:2]\n",
    "    l = np.zeros((h * w * 2, 9))\n",
    "    for i in range(9):\n",
    "        l[:, i] = cal_grad_vector_single_channel(M[:, :, i])\n",
    "    return l,M"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## weak order\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def weak_order(src_img):\n",
    "    b, g, r = cv2.split(src_img)\n",
    "    grad_b = cal_grad_vector_single_channel(b)\n",
    "    grad_g = cal_grad_vector_single_channel(g)\n",
    "    grad_r = cal_grad_vector_single_channel(r)\n",
    "    level = 5e-2\n",
    "    t1 = np.zeros_like(grad_b)\n",
    "    t2 = np.zeros_like(grad_b)\n",
    "    t3 = np.zeros_like(grad_b)\n",
    "    tmp1 = np.zeros_like(grad_b)\n",
    "    tmp2 = np.zeros_like(grad_b)\n",
    "    tmp3 = np.zeros_like(grad_b)\n",
    "    t1[grad_b > level] = 1.\n",
    "    t2[grad_g > level] = 1.\n",
    "    t3[grad_r > level] = 1.\n",
    "    tmp1[grad_b < -level] = 1.\n",
    "    tmp2[grad_g < -level] = 1.\n",
    "    tmp3[grad_r < -level] = 1.\n",
    "    alpha = t1 * t2 * t3 - tmp1 * tmp2 * tmp3\n",
    "    return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## caculating energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_energy(omega, delta, l,sigma=0.02):\n",
    "    val = l.dot(omega)\n",
    "    energy = -1. * np.log(np.exp(-0.5 * (val-delta) ** 2 / sigma**2) + np.exp(-0.5 * (val+delta) ** 2 /sigma**2))\n",
    "    return np.mean(energy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## decolor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gray_contruct(omega,M):\n",
    "    h, w = M.shape[:2]\n",
    "    gray = M.dot(omega).reshape((h, w))\n",
    "    min_g, max_g = np.min(gray), np.max(gray)\n",
    "    gray = (((gray - min_g) / (max_g - min_g)) * 255).astype(np.uint8)\n",
    "    return gray\n",
    "\n",
    "\n",
    "def cal_X(l, delta):\n",
    "    B = np.zeros_like(l)\n",
    "    for i in range(l.shape[1]):\n",
    "        B[:, i] = l[:, i] * delta\n",
    "    A = l.T.dot(l)\n",
    "    _, X = cv2.solve(A, B.T, flags=cv2.DECOMP_NORMAL)\n",
    "    return X\n",
    "\n",
    "def decolor(src_img,sigma=0.02):\n",
    "    max_iter=15\n",
    "    tol=1e-8\n",
    "    iter_count=0\n",
    "    E=0.\n",
    "    pre_E=np.inf\n",
    "    src_img=src_img.astype(np.float32)/255\n",
    "    alpha=weak_order(src_img)\n",
    "    l,M=cal_l_M(src_img)\n",
    "    delta=cal_delta(src_img)\n",
    "    Mt=cal_X(l,delta)\n",
    "    omega=np.zeros((9,))\n",
    "    omega[:3]=0.33\n",
    "    while np.sqrt((E-pre_E)**2>tol):\n",
    "        iter_count+=1\n",
    "        pre_E=E\n",
    "        val = l.dot(omega)\n",
    "        pos_G=((1+alpha)/2)*np.exp(-0.5*(val-delta)**2/(sigma**2))\n",
    "        neg_G=((1-alpha)/2)*np.exp(-0.5*(val+delta)**2/(sigma**2))\n",
    "        eps=np.zeros_like(pos_G)\n",
    "        eps[(pos_G+neg_G)==0.]=1.\n",
    "        expterm=(pos_G-neg_G)/(pos_G+neg_G+eps)\n",
    "        for i in range(9):\n",
    "            omega[i]=np.sum(Mt[i,:]*expterm)\n",
    "        E=cal_energy(omega,delta,l)\n",
    "        if iter_count>max_iter:\n",
    "            break\n",
    "    gray=gray_contruct(omega,M)\n",
    "    _,a,b=cv2.split(cv2.cvtColor((src_img*255).astype(np.uint8),cv2.COLOR_BGR2Lab))\n",
    "    color_boost=cv2.cvtColor(cv2.merge((gray,a,b)),cv2.COLOR_Lab2BGR)\n",
    "    return gray,color_boost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rONAdCMv7TdNkd3c3Gxvt2R0oRdIqPd8hL47nYULJPMBjoDAsRj7DYndum9gdY8F3magknYm2oXNKytkJlKrX62V3dzfJYc6f6xvt8Brf89i9sJ1Bcc3EwcFBIT35nlO+HiOhB94Vz+UwwIsOrzubzUothZFFbcC4hkODml8ZDoelOIe5cAZoNptlb2+vjPPRRx/NlStXykLCINvTY1Q9HyYQWcAOKzA8hBMYSIeTNPMXLxTC4NRM2jKf9TXRN3SrLo7C4b0UYnEuDELNMOPRe71eWaRJCpMPUeYJXFxczKVLlwqcdJtOp9nc3CyLkLjQhgZIyCTYCzg2xSjxPnA+SQkzgHxWGLwMhTAmMz2xGB5iYxSD+5ogoy7ABCVj5BrmKUxY8b7hOsjAJJoXNI25wZsaQteGgD6BUJAjyIeU8MrKSidcQ54mD5EFfItJxSQl/w5Scehx5cqVfOITn8jm5mYxNGQHMP6QxzY2OB/CBV43MVlnsZwqNPlbIwQbQod56IGzUozTmQn0lrnxtW3IasP0rdpcGAQLDraXhY01NrE0HA5LjIfH7vUOaxfOnj1b0AULdTAY5MyZMyUDMZ1Oi3GxYvEdoDmZAZT2qMlcWlrK6upqgXpGNmaVbRzw+rxHARRx/tLSUoc9tncEypKuTNrqO/gUxmWo65g56aZ6TV5ipCDYWAhWcn6z2NbW1jqoyqHE/v5+B31QfLa3t1dCLKcFUV7QG/Pj9KXTeoSZS0tLZbEjo729vWL8kdODDz7YqcMwKjVJaNLWhCdycnrU109Sxoxnt2Ox4Xd44QwPv43mjAQ9D67eBQ2YpzDJeJw2FwaBZqUFziZtfGzPlHSF2u/3s7a2ljvvvLNkG/CMLAwXsuDFFxYWSt7etfROQ1LXwCLa2dlJ0i56+grBQ58xVsT9LBL+B24T741Go+zs7JTPkUZiQfAdDCaTjzfEsOC5FxcXiwc0KYUMMMQooyF50i5Qrssc1VwERhDIm3RrJpAnCIl5pfowaUMhnMBwOCx9d0EOYx4MBgV1cF0WhZ0LqATDNxwO8/DDD3e8rA0eRgEHVIcQJoOZU/5m7OgG48STW87IZmlpKcvLy50wxCEu88R8wxs4XWtnlbQFTxh4wrTjtLkpXU5ar0OraxFMqqysrBSBJG0cev78+SJIp3r29/cLhGSPgWNpfnNdlADlo2QYa81iGw6HpXSXCYDAQokoYWaRzGaz8hpeEoXa2dkpiGI2mxXijEXFxBua9nq9TpHSwcFBuZfjfcfaeH4U0YVMXvQ2EnjSlZWVQvwl6exfcPhDHE/61ZkYjJ55EORqLgK9YK5YNJPJJFtbWx1Z2QNzf6NPjOk3vvGNfO5zn8urX/3qzvVc/2GZWT+ZB6dhfW30BZ4Ko28C0DKmj/SBhe5sCEiMteGwATlZ/3gNp3T//fcfey3OBUJAMU2GsZiJB12W67jJEwaptLa2Vlhdx08YAQucyWABY4VRXhfNOMUIJAfK4vlYWCg6xUsgDce8zqEnLevuz9jr4nVYmJYT0LHO37PwkJ2VjljccTHGhfvWaTWTiCZAQSFWVJh/cxQYZd5nIXtOeM/IAPn6s7UBQB7IEr6I1x1eXr16tXzXG4Msc+RFyAPPkKRT22BjiEy8+JkPiEzQguVLnx3eOTVr9Mr9zdf4u+gCMr/hOAQ8OAJEeElKPEh+HliJ8G09gVXnzp0r+yAMuZgkl8baGHhygG7wB88++2xnMkAvKK5rBoj9B4NBMRZe2EC8q1evliIqyB8WFTCYBZCkKCaywuixqJ1+4ppOWeG9nDLjc1wfxSJk8TUwuMjeSk4fHNJZQVFqZOEMQ7212dmkOsthr8k8uc6D3xhiFjBhVXJo+La2tvLQQw/lqaee6qRx6SvjtnHwAkbv3EziOSPg3zUCtqz9PeTNnLH46xRvHb4R+r7U7EK5xkv+xnegeSHAwjNJw+HwutgMT2WB2mveeuutJbZlop0HhpHHABG3s8DhHRyjr62tZTgc5urVq6Xmf2dnp7OV2HG47wvplhyGD1tbW5lMDnfxmVNAua3QSUsgOUdek5smpBjH0tJSVlZWOopoD4Y8gf7OMvAZQ1e8IvdBps5M2CgR7tAXxlqTeGRLWPQ1IcZCsRGhD7XSY5CIo71I4WQI3/b29vLwww9nc3Oz6BIyZcF5/MgPh+B+MnZ4DcN4p//QA65H8R3zynhrvidJ2dx21K5JfjsFjXztJF6szYVBQCh4ciOFpKvkNKdk3JqmKSW4LCBiPjwOXpZYGlhmKE/KDi/JYlhdXe0UBSFwjI1Tl/TRTLtDEyaYKkn+xyMk7Y4/jBAcghcOzbv1yGZQv+B9GIRiLsM1kkja8AUD5YVVe0wbnMlkUghCQpHZbFaIWMfUjsHhNhyuJN3qSa7n72BEVlZWyrgYh2XmxUFfQQGf+tSnyriIvb0xyCGpaxic+sYAeLesIT+ysZHBQIJEuBcG0vtjHC6Z62B9INeaLzFJfJw2FwbBi92Wjr+BT1hevoNwHVdiPC5evFgMCxYV4XtzEwgEz4LSbG1tFRZ4bW2tcwoTygb7zoICnjKhju2YPJ9zwGSjfI65UdYkJR2JcUAOq6urnUo1GwgjLWdCWLzeFWdFo6+kfQkxbCic28a7mTdwhoG4fXV1tVN0Y6V2Dp75ob9kCmoEhA4go729vQyHw+t4DPqMx+S7RoR7e3v5q7/6q2KkkZH1ry4SYqzIg77AOyEjh3ygj9rQJCnhFNeCo0K+zFlN0PoazBNopOYdjtPmwiAgVGI8lAPB1eSgjQfGwqnIpmlK1SIowWwyk4Y1T1qj441HTKbPFaBP7K8gpcS9MQqkgwy3uT/QkL+TdIyWCdQ6DcXfGDUUBVKWvjg7w/VrxfAhJ06NcW8yKyYwkSse3mGNkUKNlpCJ37NMveCpgXC87ZgcIwAq4DUfDIJ8bXgxtKAbjOFgcLghbmtrq8iD+TcnggNwhocFi5xM7tpReV7QCesk7yUtwrMBT9IJY3xkmhEGho97Gvkep82FQUCgzrkb2vEZIJrJFENr/9x8882F1EMJXHVGJgJojdd99tlnO3UCLBRDXL7nqsDRaFROIfLiJEXnWgiPw/UN1CTgJQgneI/XkpT0JIsYBGWY7mwFYUvSFv34SC9qCdgwhnFDMbe3t7O5uVmO8ppOp8UYEO7hgZk3zpdgbmnj8Ti7u7sljELpGctRnIfZdJ+lyXUhnpFFnapjfNaXJJ3Q5uMf/3hZwHyGEMFnETjDAM/lszUxQE7rOhuGkWLOyNBQFs110AOMPvdFFrX8HYpgnFz3cZw2FwaBztfECF7WcVpdq28WHIs/m82yvr7eOcnI241dP4B1NnnIIsLw8EM/TYCtra0VzwGMTw7LrDEUrvIDDqMMSRtbkpJjYs2PeJGAHBwOoSAoiTmB8XhcMipHISOuz+KlQhG5LS0tZX19vRxN5oNPWCTc15mKusybzxEWrK2tdeoQWDAYSeaOxWMuwGjF91tcXCwnNKEnRlp2ArVnHo/H+exnP5srV66UeWZRIiN0xZkfUAXIg9CN101AIgfH+uaccE6MkXGDUrk/cgWluRDJ825C/jhtLgwCVo/BY+Fhc83Y1iWljl9rJvdlL3tZgdgIqNc7LJtlzz7fW1hYKOXN3k0JoYjVNzwkbKgPLK3DBSZ8dXW1kHkmmlis5kQwYKRSj0IqoAzDZq5p78K1KYay3JE18kxago++U+btOgx7bhta4Dq8BY1KQk7I5jUXFdXZJMZW12TAm4CeOFDUO1HNt9hDQgqvrKwUb09bWlrKlStX8uCDD3ZqM0wq8xpzwLzYIbHoHX44RMJ4wGHATxnuYxTM6zgzY74M4+Z6Hs/nS2lzYRCAY3XlnWsPnCmwgvDbDC4e46abbup4e/LSFKkwadyTE4UuX75ciMGNjY3ONba3t0t/nn322STpWPKkrWFwualPa6IvMMnUIhjiM9kmoRinPcRsNivKi2f1oud61FPUUNpej/ecb8ebkZ0x12EykjnkLExfh/GztwCjAbFphEX/vUiSdGoIPNfoz2w2K4iwJvv4nNFZkkJu0kdvy/7IRz5S5IYcjNgcp8PhQJyad0EfMQDoOWPDOKFHZDiOMromm9ELcwmWhTmQGy5kgNRCIX02gkMCPDkCeaGJ5zp4ARN9SXv0GbwEC437nDlzpiil4zzHh+Sy6StxeZLCFwCpUWA3ox8vPibT8JBF6fEl3UxLPX5nHcy5JG34YeU11DQ56mvjiZGHsw0oL2w/9/FvL46afUdxua6LgpIUXoNFZZiNF6aexGQqCMjEm/UO749RQGYHBwe5cuVKR/6MoQ4RHM6ie+gL37MRA97z48NZTFzXG8p4zZkI6w7osSaCbzhS0Ys2aUkSvKrTTxayLSNKj2AXFhZy/vz5Yn3tJciTU48ApEsOBc5zAoBjCNSbfPAmHHaStAyyva2JTSoMkxSkgUIyBnt3DCD94jpOacJUo2x4bhAB4Um/3y8GkoXmw2btmQ2jPXZ7LUIdFhqyQZYYWxZCTcS6jxCkTmGyOJx24/72etwHmSQpBVlJd1+C0RJ/YwTgSpwZ+PSnP12Muolfh64sQB/gir4Z+eI8JpO2qjRpN1OZrzAHwHdsuFgfzEPSIicbMGc2jtvmxiCADFwc4ny+TxhiETB4Fm/SxtHJYVUgR7Q7PWjFTron5TRNkwsXLpSCniSl+qzOevAdlMBMPWk7lJ5qxel0WqA9C5ZqR5NnR5FBfJ6+O86kYeCIsZ1P59kHyJoqRrwNfUYxCdm8Pdu7AkejUdmx6Fx9kk4pLj9OcWJEd3Z2Sok58bT77IWO1yXcqLkeo0YjHDI7yMkeln6SelxYWChFaXt7e/nkJz9ZFqyrLFlweGlid66HkQLpGlEgU+ab68LpGM0wDvpEyOuQpQ5VMe5GDMdtc2EQMAAoGVbScRCCJbY0649XcoER37/55pvz8pe/vGPVXYUG1IM3oLQYDwPzX6e1eAIScM/enZiZz+/u7pZj2AaDQcfw9XqHRU48IKTX65WnVJmUc1ZgbW2tGJvaIKDYIAZCgfoEZRY7ixnlMbRFUXd2djqpTc+bzxsw7EchMTIuoCJu5nN1HFzrBt9BF5JuRV8dypmHYSw25hgN11GAmgzdFxYOn5b1uc99riDBo1Dg9vZ2MeC8z5HrpBKNGBxuWa9WVlYKIrXzQkagN0IkI5Q6rYlTMFI4TpsLg8BAyLXa69cQyFuSsdCOE52xIBV36tSpJG2tgjdSkdb0eXyOi1GCuqgmSdbW1orlZpJNejlNamiftCkj7//HqIAwHDKhqIyLnZNOraGgkIeu6afP9hiuGKQvNK5to+EdqY67kbmVnD47jDP5S39NYNaEqFGSoTgLhAXmOSNzwRjwmmbeGX+dxnMMj6fu9Xp57rnn8vWvf704BvrOd0wqO3wEqfioN9/XOyeT9tg8ZOhQCB0yeqLfzhZhTOi773ecNhcGIWl5BLyZY2QUxamZGr5j9SeTSfEcCOTixYtJutV1lDHXFXzOnXuPBfdnkeH5yRCcOXOmMxZ7GfpX99mwkmuzoI9SXK5HsYmZahrKlKQcvoGS1Kkxcxr0m745BUr8y0JwLG6vhOFBcTFKkLM2gkBf5Ejf3VBsiDeHBhjMmix0GtNogiIoGoYcA+B7O6XLZ7785S93Nhcxb0m7FZrQg7k2zPfiNdRHHugZDo9xMm5kbLTj9DP8B7rgdPJLaXNhEJqmKY9q438ffurY0XDI0J+U4Xjc1v2jlCsrKyUE8ClGTdPkypUrnacnJW2xCcI3icNk4QmIr8mJE3sb6lohktYwQczRWDDcq97+S7P38ZiAnvRrZ2ennPrsGgXX29urmbE2Gcrn3TC+JjkxxsTVRlYgjCSdZ2Ak7RmZvFaXQyMrL3LGYu7JmRLXDRCm+TGATl1jKPlsDemR2ac+9anOd4z27KRwOlzXCMWGwfUo3unocNZIoSYpMcDMg50B8/hCodgLtbkxCHhbC8TpPhsCEINft7U0DOb9c+fOZXd3t7DtwOr6ISoYGq49mUyytrbWIZPw6EYsKPR4PC4K7qPPHauaNDwqvYdiMeneLISyQjAmORLpAKVdLMQ9Tp8+3TkDwNWW9iwg3lQQAAAgAElEQVQs6vX19VIBaJLXaUrkYY4BJeU9wi8WK+jGezfIxvCwXvrOOBiDww44E8sII4ksCN+SXJcW5W/6AXpD/9DHnZ2dPPbYY0XOFJkhr7p/3m1pI8ncg0AxBh4viJFx8kRrOynmy/qEkwHFIJPjtrkwCCgO0M0LAoFjhb34k9aLUhTC63Vu/5WvfGWZjP39/ezv72d1dbWk4sw8c8IRnmVzc7Nc2yEMxJ9jezxr0zTZ3NwsY8Abw+L7tCWTcV5ATDiK7IUxHo87ymgS8SgInLSFSzxmzmcw4NnZj8HWaJSTWJgYHVKThnfDqJlzoXEdn6QNNDZHRFjEvNN/7x3BqHjfiMlCFjcLCtTA2GoITz/oCzpEhSXjePzxx8thOU6Hgs7Q416vd10FatKiiaNqKTyPIB7QAaEkOmjy1qQsMvZOyJeCEubCIDgOdgqMhXYU9MFSohgsSMN7wzTgIjEZn2dxOUOAB0naWn7H1Ch1kg6D7sNG/X08A/dyHGpC0MgG7+Qt29yHa9oroJSOI3nPMT+GjNfrA2JNovJ5xmUv5nQX7+FN6QMLxB4UItGwGJnVRgKFtzy4luscer1eiaGZK8I0DBT6AEyvQz+ube6GxefQYDKZ5Bvf+MZ1SJYzNOA7MGTmCnxd9Nmy4bMOtUwwgjJqedaN6yCzG84gIGh22q2urmZhYaGTPUhatp2G8JJuvO2iER9msb6+XuDUyspKiZHxIngPFgWQkDSgswUoXtIqhB+nDhpAoXzyU6/XK8VRSctLIAcWlJWJ76H8o9GoFPTYgyQtJEYBkSXlw15c/f7hHn7SnmaqTVoaktujJukcmlpv5LLi47n5G1lh2L34QGTUUrgYy9CfuSMrwDF2GCePhdCK73AP7u/xIX9zPPTrySefzNWrV4uTSQ5rXpA7fBWGydkF5pi+gVbqkNiH11iXbXDr2pua56kN3HHaXBgEe0IGzsJGeIZZZt9NBvEdLLQt5Wg0yt13350kuXr1ajnDHwTgijr6gtHg8WpGD2aW6Z/jRZh1FmLShfVnz54t4zeTz7g8uXAsjs/NjxhG2kAYlrqgh5Olea/XO9z+THYDZbTB81w1TVMgPcgI78hnHGe7mTAF5dgI0Afa+vp6eQ89QfYsCpTeRC9zgLfF2ezt7ZViMe7rzBXGArliUCCwQRgPPfRQHn300SI/FwKhj6Abk+IOPV1gxOsYSIwB/XKaHcfodWGuyUYOUvS4bS4MAhNhdt6xNZOUpCMQfmNlHWI4/mWhXLp0KclhipBJqHPnVMDhnehf0t2d522+LC7GwDZkk1pMNmcEcG2HATW7jDIDffkM76PQ6+vrnQo/jJZRhr0Z5K2hq2se+J90oBce9/X44GQMi0nReXGbY/BeDsuOeWfMyL8uxoGHQHdYBOvr6+n3++XBszQM2draWlnwQHAMCHwSBCQGIGlDR2/D/spXvtI5Fq+uDDSCNR9gPgEUVtdi8LpDtDrThKEiA2FeCH15KYRiMicGAYhODOiYKekeP550d5oBeVn4vO/YFKGtra11NpY0TftodtABqTrSl96d59g8ac9iYEutYRz3p9KRSeN/Js4TzwI3zHb6DGVl8eKVeBCHwxxkY+/kBWLiz7LGI+3s7JSCLvrivfqgBAwyYzbh6rlDXj5DgX7Uz0p0+s0GAgfguNkhDciHON68lKE913FhFvUSDl9wMIzXCAID9pnPfKYQe858OHXJWDFCfM6pSYeL5gYgTZ35Md9BqElIRRiMoT1Kb79VmwuD4NgaodRHoqG0TrU5JcRk8lrNwCPE1dXVAleZGKfomEinnZxzd3+BnRgSP22K/lqBTAbV17PBwxhxb2RjdjlpuQcm3B65LgY6ioAyzOc7JvZc18CicMbEh9dghGC4+Ux93gKG3+nWOiRxrM1nDMvrxjyZKIYodXyNc6gzH+aqHO9bf3jNxiVJtra2yv4F9oZw3SSdE4sc2jn0JSzyWQZ1wZVRgJEkhh6n6rE6ZD5umwuDULOmLExD+dls1iHy/OAOf8fex56WlBs8AsqNVwIOrq+vlwmjX6Q0nSZCkbgOiwKm33X2eDw/Box41x6TtJqZ/ZoANL/gajnHntPptEBjIC6KgcI3TVM2JkE0wp0k3WdWmHTjPYdjeDDHwMxBvdBoQHvSmRQ11aldG11y+84k1QjEsBoHQ3xtfbBckbshvzMS9B9ds+GeTqd56KGHCkdh/gTdcAxvboDPe8OSUQZ6wHdswE0ookuQujUiueFIRRYszRPOIjd8wyo6FWNGHUOB4Pl7f38/Fy5cKKw/XohTj4DwPLyVz9FHKyETRkzN+ygRz1zAK+HJvZBIJZpBpw8+MQnWup5cro/HpU8oIX+bna9hPTUFRl4er9NcZEd8bBiNMbHI+C6ELNek1dWcSUsMW8YYMfrFo/ochpmkM1lKeEZYgwd2Obl1ZDQadc628MKyswHd8fozzzyTy5cvl3EZMfHjKs2jaiiOQhHop6sSQRPeMo/DApVhyE0yHrfNhUFAGHgz8vSGX1g7lAYYz0R6gk26oYRY18FgUNKDhA5OLWGxeQAnC8oeBrRgQdvzuuTXlZMYGZ9pmHRP4q35CqMbFMRMOHUVEGJJ+zBarg2v4NJwjCALkwXmsAOj4fiak40xLhgv+m0ZzWazcrZkrZTTabsjEC/M6/5t6I3xTnKdsqMffq4HcToy8WYrN4ee7LNAx1j05ipAlJ7Dz33uc3n66adLirfeBk2ItL293QlF0XmPEQPBwkZvzLugE6RaMXJGpK6nOW6bC4Ngb2LlAO7hKVCIo5SvPtUYZWVCsP6j0Si33357gdsIGWtteIqBgaHH8DicMMGJkcBDO7UFBD916tR1qUAYbpSO69UsPcaLunyu65w113LzaVRGEvbOSTqyxThRnWiEk7QL9aj/uaazAnzfKeONjY1CADpdByowcYYxMzzmN/oCucfrPKnJ8mBfixeX9xTUoSrz5/QgcmYs/f7hQ3q/8IUvFM/P3GFwMbYgB+SGTE1ie2Ezb/QBY4L+zmazcsyfkYbJ35fS5sIgOBZ1HOeUDZDPi9jVYJ5keyw+55+zZ89mY2OjE4c5zk661YaO27iuFZzX8ED1CUnT6bSQfFh9xmpP4dr1WtFN6MG+o3SOiT0W2HuTUFYYw3OTlcTuXCfpPtLcZBULBw/oTAa1AFyXz3NvxuqsidEe6MbGwrl+kBfowEaJPpI+Rt4Ye2TsObeTMV/A9ng2itV5fROhzzzzTIcTYE7M5yTtUWjmVtAfnB/NnAX95PWFhYWCOhyyEY46y3GcNhcGgUYhj9M4TtWw+K00IAJ+O7bi/SQda37hwoXcdNNNnde3t7c71p3Fz8Na/dBZJg0oPhqNOiciJe0+DCaD0lYeFW8yFA/Pqcj2CEBY5ENsyAEjGBqU330A1oOgnJ8G9oIC8OzcE2NmlIZ8CF84dRrjg9xZDP1+vxx1b+PmlKvz70B87t/r9cqx+M7tYxyNJIHljsFrUpj+eWFiTN1sCHmfw2BpDuHszL74xS92eCs/cKb21g5vWcw4NvNUIDlkYORl3orxIRP6f8NxCCYEORnZcWdt6fyACuJZx7Vcy97LOf/RaJRLly518unANBa/48a68AYP6lDm+eefLyk3E2JJt9wX+G547mO8MGQsYMgkZ1hYrOYZ8IqURLvoBQ/n7IQNiYuOGCMLGq96VJgDpDdUN2ra398vc+X9EEk6XtrecHt7uyBC5InBBF1wkCsyY0xGQ14wyMTVfZYf6IffGEFDcPqMDBgL88rn9vf38+Uvf7lzFiM7N81vgHTpD4ZsOBwWxOTDgMwHOBSuszoukEKXa0TzrdpcGARi4+FwWJ5yRLP1xCsTOpid5jpJK0gmHqTABC0uLha2Fv7CXplFAOTmOYcoCw0jlKQcP560Huuo3YR4e/qFYjKpLFTCg729vWKo4EaIu2muQ2Dhgx6SdjG6StC8Av3xtUhLmkxDPhRi2eDa6IGkOAnKyC1JqYD0ngP60Ov1Ssw/GAw6+zUw7A5n6rAQgwZawLgAr+FYTPRhxDE+yBmjxxyzoEFZICdv306SJ598sugHBskZFfTNXIXDHMZsLsGHsfR6vVL/wBhI22KsIeZ9wMpx2lwYBEMvcwfATxTBRI3hYZ2KM4R2CgYjguA9wY7T7Al8PYyBq9Ls6VEcwgu8pHkD8x+GvIaVNRqy9/O16hgUo5m06a/aI9dElWNvV7mxkJLWkJggTNpNVEZfvmbtXeFSmEN7fs8VhsjVhM6EwKFwP4/f+xyS9tF0zvpw2KyJRK7lwiobSZyBUWvNc3m8V69eLXKyMWUs7v9s1p6ShVEE7bnEuzaM3mmL48LAcr0bklTEEjIJQCKEjscxbMVrYiFZDHzfENjnCSYpMPy2224r8SHW23EiCoyQicHt1agTcFENEw5cTLq7MZNDtpvafSD57u5uOWfAntqZD/rlRe1TnPkeYY+vhSfEOKJIkLAYHnvz5HqojGFGATGMSXdhcF3QlmsBfEwcHAdPwDLPYUPt7BFxM/32OQqec8forrWAr+r32xOTbfyn02nn6U6uhbABcWNOhsNhHnnkkevQD99F561LfJcxE2bwHUIr5tDpUJPujA/ZW++P0+bCICTXl5/amhID9/v9nD59OklL2jHx8AAIFAEixJp0m06nueOOOzrfeaGYH8NE2JC06THifO/q84Yr+sXk+rCTweDw9CLeX11dLQuDbeBeoAsLC+XUJ/6vjRAK7oUEGjHyYpyQizVysbeiv053oWxwPj6hB9LPca0NG4aWuZ1MJp2aD8g1+syYIOi4np2EiUKa42nIRIy3eZnasPgZmSbl6Jt5iqP0l/j9m9/8ZkefqLtgvsyjgHiNVNBN5MD9+JtwYDY7rDZl4xwoykTxcdvxdz18BxsCw8o5rQd8Q/EpuuHz3n9Qs9koG/UHJshsaHhoijfvECI4vYcR4H5A36RFE0n7yDeUCqMAaUSGoGmaXL16tSMDDBE/t99+ey5cuHDdAnU+m74Bs01QOk23vLxc+ISmOTzHkkNiqZng817MoCQyKnzfhBry4vurq6vZ3NzsZCImk8Pj6Pyg1STZ2NjonP04Ho/LGRQYV45Bh6dhMWP068wC4chsdviUaOai3lLvB+ziROAR4IgwyM8991wefvjhThjGvZAFzqXf7+eRRx7J/v5+7rrrro6xxKCCcs0X2JG5yMgEtms0ZrNZJwOGLmIUWB/HbXNhEJK2QjBpFzsWjhSX97evra3l5ptvLhNHrInw8DpeNEwsMWqSvPOd78z73ve+QsKggPv7+2WifTBFkkKUMTGeRBZ+crjxBTRi62+vBTJASfGA/f5hBdoP/uAP5p577umcEmxOo2maDnRHlkkbirGYSZ2h5PTb3p5wLUlnvDUjnnSPD/dcJd2zIrmP6ziczoSYs7FBZk6jumGwWIj8jec07+IFQj9YWJYP/3Mt5gKjcvny5Xz+858v/aXvfA/C0ydnPf7447nrrruKsTAPA5JCHqCdlZWVklo3UevFbaThOcCgOdSuQ8Bv1ebCIODVzMQ6Juc9P7HZE85Cwcv7waDAPG8c4juz2SyveMUrymSgPMA3E0v+Dn1yPQELJmmViUm10YB596SDBuzZYcNrooyFhAyswEmKYXMIZKLS+XhDUmJTYLMVjM+7Ea87FLGckAHZEvfZ30HRm6Z7UjGNsA1DiPzNE9k7w1cYKrPobTzrOBzDg0Pw3JrXcsxP/03emcxFRs8//3wuXLhQvDz6YL21/NALZE8KlvdNNKLnNn7IwmvjuG1uOARiSjwZC8Axt0/SJaWHN0XIPtkGaM9iRKlIWy4vL5dSYpOEeG4seNIqsheWS3ptJExkMWmOq0Edjve8UJN238Pm5mYJTRi7EQAVb3Ve32lUYkyjCh/MAoSH5Nza2ir1+KRruQfX9XMSzPmggBgWQj6MvbMizBfGx4fOOBTh2uZT/JwIy4/5p6CMefHiQ5YsLgwAhgQ06f7aMfEaOuLsiestCEk++9nPdu6LTpt34t4OmzBwOMyaLLfhtJ4hs3rOjtPmxiDAEjdN09mlhrV1fIzAQBOGskxQvTXZhSZ8lkl+3etel6Q9rQYFNJHoeC5Jx/tjlbm+FQcvSfNDVnwQBzE0i4Nr8NwIPK0Jwjr16kIbXx8PN5lMSuWjnyPhmBiuxcy3FQoZG85a3jYkDtVM5iIvjI1l7j0dtZKDDJqmKZkVru/wg0wKIaPnG6dDcwqXsWOwWXS+v1EVchqNRoUANrrgmrPZ4Y5Irou8TRRSfwIqc9hkB2MDhTFzNa7nEyNzwxUm1TEoB2vW0MycAIpolhgYBUPNhDpXXBcx9fv9/MiP/EhRcjO1SWvpmRjHxsTidXEI3hBl58gyjBHFRizQ5Pq8Ngp8+fLlPP/88yXzgEflh7557z7GjH75QSh8ltOjHBYR0iS5TvZOa7EoBoNB2fjFovZiZKGi+JYrr/vp2f1+v8PEm8tgjkGJ/GCo6YPnPWkhPASejbrDVPpaE5WM07E8ulaHVN5AZ85iOBzm05/+dLkPBsmkrF+zo0He9MmOB+PLvVx7YNk4pHuxNhcGwQKHMAQteFuni2uStmjHikjIkbSxlaG2PXdyqBS33357segoCA0k4BgUj+fThp0awyvxw/epJHQxCWPjnnhXe1TksLCwUGr8DV0xACisxw6MtXJgLOibjQnKBlFr8hSZMTeO940kHJfTN8uUfsOlOJTCw9b8jcMkoLDjfsZvZFOHi0n7pC3PD6hpb28vGxsbZdwYXT7PNQzFMZJs87Z+OYSdTqd55plnSn8IfZzWtdMxQuA+zj4wZnTFuuMQ6qWEC8kcGQSTdo6Hd3Z2Okd7JW0OH8hZx81Ju3GElAyW0/fiHt4Sy9Fl/JDecmEMi5I42tDa3qfOU5sAtPIkrdKzMB1L4xUhvIg1PfEuZUYRuS8L3/E7cmRshqOWD8bacTOfx/jRX963jC0DFgcLBpjPuDGUyJCFWcsnSSe0YI5NnjFu5gzjC9SuSUl0w/wCnzHCQV9dPIVzMCJAFz0Xly9fLkYa+WP0+G3DWMuLPmA0QQXWfb7vVP0NySEwYJSCBe1nHXjCDb+sYEw4IQZWPmk3RTn8QOFe97rXlQXiFCKK7e8SJjBpIIWkLUPGqNFvsgp7e3ul3xg1ZyhAKvbkXMsEIgpuuaH8jkeRHYbT37cS2ZvWY+Y7KL/rJEAQRk70B0/IYrZXp6rSyu08Pn2l/04z+tFnNTTGeBE/w+HwPfMffhyei5gcijEG6h8Yr2UwmUxy6tSpck/zWlyr1+vliSeeKIQ5OmnimflP2p2/LoPnmnVRl+VDfwhhfM3jtLkwCCYP69CACaw9HIrH4uO9wWBw3Ym7eCKXKJtI6/f7efvb357Tp08XI8Sip0+cuJO08I66dzw43oHJaZqmkIXJYQEOxsNQ1YQl40VJtre3SwWi4a8hMtfwjkMa4/QhKhiCmmwylEaOZrhZXIQvJvnsaRkL9/R259msfbYB4SDGDa4jSeewEHvwmuk338DrjKHev0IYYAPlhY9Hpf+umjXHhdzsnb2ByXwJc4EBe/zxx4tu8NkafcEnEe75c3YYdXiI3DhEx3sbjtvmwiAYwiXtKUDOyVtRmXxPqFEFVt+EU5LO4qGNx4ebXu6888687W1v62Q3mIDFxcVsbGyUCaN6kb4bbeDxsN5ra2sdEpB7ozwucEm6h7AkKWGTmW0U1gvFT0Dme3hu/gdloEj1Ho+k3eC0vb2dpPVgJvVYIPakvMa1JpNJSXV6ETLPRnQ+M5JxQYjS76S7IxM5cn9kYP6lToNyT4wcc2j9ImMAMYoOwsPgQKwDPvzUyIz+2xA++uijeeKJJzrZFuTstCRyBEV50fuIAOQC4nEYa+N/3DYXBoFWp6Ww+CzO2gvw2dlsVgi35Pr0Gd7c7HOSAgV5GvQ999xTrDtHhyXdg16Bo0l7XiFGxZ6Uz2Og6Cd9cvUYHnc2m5WTkFk4w+GwZF2cqjOnYeLOxgTjgHHiNQwm8uC79NVyJ3Qw284CM1Lhx/1DTvSL+2AgfOyd0UXSFl0xf/b8SUrRltOGOIwkZc8LSATDgOxZ8Ibl3Je+Mqc10dzr9Trb3X14ijkN5oLsA+Hik08+WRarQ1GjYIeQe3t7nUpcEILRF/dyCALHccMhBIQJ5HUKByE4NYWimOW2YngnnBdn0j4YtU5XTSaTnD59uigtC4FFTn8cyzqlY+W38lqh+v12Dz6HnBIesQhRWmBj0u5mRFZenCZVaU6FWhkYJ+9xPzy75clnGYe9vwlDlM4EJXKxR2dhJi16qe9P8/8sZGdNWEzmE1gMzB3bi41ifA9ex9ty3+m0Pe7OcuX6DvFYmOgVHI8PS2X8yGI0GhWi3OQi10D/LeujeAbQDs6LeXWIw+fqKtNv1ebCILCQzabi8YFxTAZe1xDaPAHlooZtLKKk9ercd2FhoXjgU6dO5eLFi2XxMxl4FaevzJDjJX3UGYYJK+7F4EXf7/cLt2BFcDWbU1rOUGC0eM1Q3ulYLyBeAzqbjOJvL2A8EhWNGAI+TxztQ2uMJOx5k/YAGpqRBd+p414WLv0HxsPRMNcsVs8Dn6130bJQQAH2pHWGwHwA2Q33P0nhj/y4NyNaZLGyspKlpaU8/vjjnfvXvAjXZT3UvNpkclhv481ynjfmskajL7oWj/3J72DzwjZ0ZCGhlBBndRwNbOezkFNmoWvYjGJysk+/f7iT8o1vfGOHfeea1PrX16IPtDr3zb1MGk6n0875/Lu7u4U8glzDIzLpXBvFBkEQ2yIbFw2xAFBsE48YV6ezTNDZu2Jwec8oysjMsmBRGy2Zw7HC26jaIZgn4foYMqOUWrZGbSZ6MagYKf/tGhSjyTqsotl4EvKBEFyfknRTwhRife1rX7uOw8EgNE1THhhE3whzeK3f75dDWCCu3e869DpumwuDwABqwg2FZ7D1phVbcqAaPALwCUUxW85isCVPDif57W9/ezEAKBPe3p6I+9trgUQMQRmLQxQUHyTjbIZP7ElatMEigsRMUrIPePy6XBfYbPTCOP03n6Gikr4bNQDPTVqZQEPOXkT+jbxsTO1pbYwYt+cFz+55rYlKDAGfdb/4m+Pz7LVrp4ExhQ9xuHJUiIqRtf76txelnxPx3HPPdRau54W5Q9bmiTwny8vLJStG/+onaL+UNhcGwXEhi4u/sYoogAWDgkCUcY0a1luBkrZaLWkVH2U8depU8VDmAWpW2hNIHGcOA4VLunEwjbF5/PSR+6NoXIOSbCMdK12Szv4GQhaz8vTf3tdwGBn73q4a9KJgnmzoTI55zA63HD54DIwfmG+U4MVfy8BzjJf2WJlnjK8NumXugi/GRz9MUGM4HPp4Phzy1OERclpcXMzzzz/fIWadhXLD0CFP39sclQu0TDI7Df1ibS4MgolAFp43y7hYqCaHUAD4BhZ7nXNOuvDe3sfHTS0uLubs2bPFKyBwrlHXGdAvFh339m5LH/5BtWFtbAiX8PAm4TY3NzscgT0G18ST1eRg0u5RsEGqF73HZfiM8qFUyM1Ih3nDsLFXw5xInSpE9nWMy1hIoYHQ8Hwu5kI3yBYhT6fpeM+ELftCHLOjNybhMI4++NexvOXpebQuIGvqA1zL8tRTT11HmPI/sqRfGF/vDYFrYC7Z18Dn6Z914cXaXBiE2WxWTu5BaXi0dx3721uzGLDavOc42FA86R7cgfDwpCyct73tbZ0qQJCGY1jDTU+Sx4SBotqyaZpsbGx0ylKZNMZjo1V7Rq7LInOFJPDeENMLDcWxorivGDcMA4sJ48L3WTC1V7dHStJBbIQWeGgrvj0kCydpz8gwXwT7b+OZtI+qx7DjFU2mOuMBgqlDSgwRT3F2ypvvwhXQRyMgh76uWFxYWCgnTTOvvd7hczI5dt46zvWQPSlLFj0hr51V7UytQzb8L9bmxiAwaS4qAcKxaSlpPQgwLkkHJuKVbHXxBnXMzz3gJ9bW1jKbzXLPPfd0qh+TlIeoJIfGyguQCSCjgBK5So1x4p2YUIpyjGgwRCgJcbsJNLa9moytC6qQDd8xdDSR6NCmTpFhoOxFbXzrQhwU08+jnM3ax7UxV54LagEmk0k5ZcqhgJELY+X1uojIC58xuvjH+18MqZk3eB3kurGx0Yn/a9RE1gB9cMhk42z5ItskHR6B+QMZcPqSHYs3XnmNcB+jZyO347a5ODHJysIk1cdss3BPnTpVyEO2yqIozgkT1/f77cYTM+FAYiYf5e33+7nlllvKYZxc20bA/IPrJchpM0FkA7yz0EbMu/TwSEmXczAj7r3veFruTx8cM5vpR1kcgxpx1ZkbhwJ812lfvJH7xXjwoO6/wy9QV9McZlieeOKJfOQjH8nf/u3fZnd3N7PZLLfcckt++qd/OufPny/X8e5Whwaj0agY1t3d3U7/kS3btJG9QwoMrnWDjMh0Os25c+cyHA7Lk6/98BPkj9PyIT5GlDUnhD49/fTTufPOO8s8uTCqftoW3r8uUuJ/xoTs62Ku47S5QAhJ9/HfTATW0jE7sAmYTvNGDnumpPugTq5bE1v+fzgc5uzZs8WTGVHYe5t85Lv8jZLYCBkiG65CQposq4lDf8cWn8WHZ/O2WsNPFIhr8beV1DyB5YXi8bdrHJBXLQ++S1+apil8AK3XO6zt/43f+I3cf//9+drXvlYQ1Fe+8pU88MADxajXc2RDurKyUsaN0QXJMFafbuW9Da5/YTw1eqzHzBzgnR0qICNXuWKAPG50HB6EZl3y+R/oTV3GbJnwv/c5vJSipGRODALe1Kkgx78oKvE/HtGxYdLm6c3CMsFMAsrNgnPZpw3GO97xjqytrXW2tRrysl3asaYZZu5jD2+PTH+dMybk4PN4RGoWtre3C1lVGwoMG96obt4u7DJb+k4IxmKgvy4AFKIAACAASURBVPaWEKJGHx7PbNY+Ss6kHcjEqbFnnnkmP//zP59f+IVfyDPPPFMWMAZqNpvlgx/8YH73d3/3OsSStKk8wpo6g9Pv90up8MrKStbW1kr4ANKhTJz0rfURnatPqsKI2CjzWTbVoXOeYyNA5DCZHG6lBxVxb/gzkLP11YYfnfX5H8wTOlsTzC/W5sYg+LfPMUzazSdOAxn2Li0tFS9h0gfl8THitvj2uLa4o9Eob3nLWzqK734tLrbHgqOYJrDwXsSkMO8+Po0JNmuN0eK7fk4jRshxvr2aDRDvOeaGtKWh0JyixGvEroQBQG2IV/MZ9kTIj4VnT8ciHw6H2drays/+7M/mZ37mZ/LVr361zC/GzKHJwsJC7r///jz99NMdSF17ydoomsBkwZMlMNqk//1++6xLh1WnTp0qYQXzTKk2OmYkyvVqFFRzIYRXXOOrX/1qhz9Cr6g58f1WV1c7BhAUa8c0nU7LA4KY0+O2uTAITqugGBgAYBMTCAvN5DjUSFq0AeSzQIxAiEntxbHki4uLOXfuXNbW1oqgHYo4949hYoJQWu5BbOsaAqcnUYCkVVL2Iji8qNl6x/dGFQ5ZSNExBgwJsgPacl++i1Hq9/vloSY22owP2OvnLOC1HUogt4997GP5uZ/7uVy+fLkTZ7PY2SxUo5P3ve99JXVoXgK5sKBZ1EZu6Ia3cnOWBc33Z+wUYTE+HAoIYW9vL3t7e0XGnksQgElLs/3TafuU64WFhWxtbZXdpSBQ5ogQivGQiXEpPt9h3PSd9284hJC0jxlD8RlkvROOfQe1hT+KE6iZed5PumXAvIZywlW85jWvSdKmKM0Ge8srr0FisWiTw8kHHfhRWyhN07SP7XK6iP5Qx2Drn7RetWb6Xath7+G0GHJxGtE1G0Y7htIYAiOPOmSwwaK/zz33XD74wQ/mt37rtzryrpEURgXZco+vfOUr+fznP99Rchtc5GPOAvmBALkXnATjZTHbaHqxmjB1toJQxMapRn+g1/G4PWCGWgpzDPv7+7l69WqHHyJzwhOtfArT7u5uqW1h7nh4MRyJ14UzDy/W5sIg1Gw6G2ZQerPrhl7+PopmyGfkYJTBfeq4lh9Ckle84hWdegEz665tsLeuoTIL2dkJp4eIAemD+1hDYBoKymeSdpGAArjvYHB4kCmQn88m7a5D+s+iQe6+n/kGPBVyqVNs3kcxmUxy33335a//+q87hquObU3O1pmafr+fj370o0laQ87C5fHpeF14CBCOCVV+GKeNaJ0KxWj4wbP0xQaFzx6V4mO+zSfQNz7HmJ9//vmiI0bFzL+f1cl76B79QUdd7n9DkoqG4/bc3j9QPwTV3qsuoTU6QHgQYyhtHf/buzABb37zm/O93/u9HWPhWBaiDlhYe2msswk7OJDNzc3O4vMisCEBTTh7wG8WOGPzGB0Po2hcz+GKFwzjYHzIES9ndt8enYVmMg7Z/uZv/mb+4i/+IleuXCnX854P5tpEJh6VRbuwsJC/+Zu/ydNPP10WKbDdxp9Fyv29gcuZAXtyQi7D7qR1PJYR82S9hUty9qbWpaRLJHoe0cXLly9fp/8QoElrJOEwrF9OVbp2xGH4cdvcGAQL32wyQuE3SuWJSVLiO7PkKDdCwsCYsWWSiQVtXE6dOpV3v/vdpS8sTBarFx0Tw/ugCae/+Pvg4KBzVmRdgGTrz2K10tFqIwpbXafBkAPIhzHbq5PKdRgFv1AfSYeBBalQM0K8jcH40Ic+lE984hMdHoPwgCPlWYgYKsfzdRHPL/7iLxYjzNxhCFzslbTl2r1er2SEHAotLS3l9OnT5VBdhyGMEw4BnqguIR6Px1ldXe0sON4z6Wmdo7mmgPcJA5C/U6j0n1oH3wv51CGcsyLHbXNhEPAEJu/qVBWDwgMaVqMUGA2MQZKOkagFV+9gdN1AcqiIr3rVq8p3nE0AGpO6cqjAOHgeI/1wJoBxTyaTEqtSrOKYD6PiMIP+JC0aAT2heCYezbrTasLSRKmhJhtmTNqaXLXBMkp57LHH8id/8ic5ODgoZ/w5riWEAYEkLRHq+Tbh+cQTT+TBBx8sC8X7L1xfsLGxkY2NjYLOmBfD8MlkUry7wwEjChOCDt8wlkaiLsaynhyFFtBJECPE4NWrVzsIiuIth0eTSfe5IzYOfAfZup7nuG0uDEKSQtCQGsQj+thxFAsF92DxPpAxTBxKYELoqMnyYmPC+v1+VldXc+nSpevIMhYpW01dlIJhGg6HRelQHEN+FpJJP5TaHg/lcQjkGNzZBcaMgbPnq+PkpFu4YsiMIXZ6FUNhxt2en9d6vV7e+973JknHWHAPG5yaU7ChwjNj7JeWlvL+978/f/7nf96B4M5YmA8yekha48bisRcHjtextw9bQdbWS9K55iToh7M/NW8A32ED/uyzz2Y6nXaOlqNP8EBGZjYCJodBNkaJx21zYRAc8zpO94AQbk0eWrH5356QiTVLj4AcHjCJWGW+c3BwkNtvv70onuM0L4aky4WwWEg7emwsTj5j72GS0KEIBorPm7ACScF9MA57WX5zPWSJkrn4y56radqSYb7H9Y2+zLY//PDD5VqEKjWqsNLa+yI7y996sru7m/vvv7+MxwYeo4XOmOxjwXMdF4XBZzA3nrOjjE3SnmKNbMgaGOGyD4Hv8hlQLAVRzD3e3kf3JddXvZrUrb0/88X4rc/HaXNhEOyhUTbiIxYPk+hyZRZM0j7HzguLhVLfh2Icvu+NUlzX7Yd/+IfLgiOeZmLweDVUNyk4Hh9uz8aqe1FyIhKTh9I7DIFhTtqqPysnSmjvaPiLAfG+fnL+RllmrDkgxtdyyFNDZtpf/uVf5td+7dcyGo2ytrbWmTcW+2AwyNraWsfLuq+My5yKy7u/9KUv5bOf/WwHwuO5katPFzL3Q4jmEMEyTVo0gEwGg0EHpifdcy4xxLUMk7bQDS6D1ON0Ou2ElBgs+shrnFGRpKSn+a6/xxF8yNNcSs1ffKs2FwbBlYd4XzwcUNFpJKfQLHyz7igzCxHoikW2MtX/+7kBvV4vr3zlKwucx+i4hHd/f79zbJYVhe/Zc6PAhqs2Qjz0xMpIWGHU4BDCDDp8AZ9HYV3ngDxpLo8FhmI4LCNzFYzPjxn7oz/6o+zs7JRwg/mg/8wNISGhDTLBCJA6wynwGp9773vfe12mh+wDBtgLzMbMBK3RWXK4oKkGRD7msZClM0jmDzDIzgqBuMxNUCiFfsMR2DlY7hDB9Z6dXq+X9fX17O7uZnl5Obu7u4WLsY4et82FQeCgyKTdomrU4DjNR2d7C7Bhqz2nSz/xDM5CsJj4LArr+H4wGOQVr3hF57v2aoaqcB1OX3kSbYR4nyo8vLhj44ODg1LbjkFxnt1hELEvBs3cCw8SwWPbu+O1uDfzgFKyoNnLwLHjTtetrKzkvvvuy+bmZlFW2H1nX1y74VRrHRax1RfY7pickOOP//iPO7CfJzBjnFzd6EIeFjt9spEF6iPXfr9fHi2PvDAoyMRl0cwDc27uwXIF7TBHzq7Rf6fJmVuMfnLoDCnUc8gIguMMBqPqF2tzYRCS7gETNduPhXSuFwHVuw2T7mlIht4oFwsWS24SKrme4BqPx7n77rsLO+7QxXl7tjrbk+NRna6jfy4msRU3S21vgdGxPFBMF994oRMf08caPmIgIKSSNoZ1BgPYDuS2x6bPjzzySOmvsyBWahtncxr+jEMAFomrLpHfAw88UMZAatooEY9r4+b4m4Y8XdzFPY5yNCw+rud0qfkPZxW4jwvsGItl6P0u5kgc0jDv6KFPbgZFkLo1CjxOmxuDYGgEVHVFXXK4sQNrbHjGJPNdCy7p1nMzUS5drRckCgQ0Ho/H+aEf+qFOeorJ8vW82AxF8Yw1aYoCohx++AjKv7CwkFOnTnX67nH6+POkVVYjFC9GGuShY3ZgMZ6F/1kk5kdM8i4sLOT555/PF7/4xQL7rfyQboSF/M34jFzgd1jgflIUfyOHp556Kh/72McKWgEpwOjDO3AIKeP3Q2TRG9Cmy4JNSALB+Y5L1wkPjAQxit4HQkMO3NOGHf1C1uyGNKKxs0AHMEYcGAO57vk9TpsLg8BCYrFPJpMChRxK7OzsFMbV8TcCZpEBiRGMGWfXlBsRsAjNTNvz33bbbaUIhYljsXghe4OOD0ehL47ruTcLAYX1Z2azw0NhjIIwSA557JkIGRyz4+ENXYHvJiB9FqSNC0aLWJdxc58HH3ywswgoPDLcxwtbsTEoKK9R4vLyciHekC19Q06//uu/XgqdHPpNJpPCQwyHw/LsCwxWcriQCTOYJ+7p8IUFzpiSdPqbpIRPzKnfd+qPeeWAH143r4HxRpYUsYF46p2WIAKHS8jVmZLjtLkwCEw4i9nNh1syMMpWXQrM6zSsrNn+unjHyolXAZ7Wab1+v59XvepVZUJZRC4vxeCgCJ484kHfCy/vmM/QE4W4+eabO96tho/OgcO/+Po+fs6LiedVOtzA+7Hzr2mabG5uljFyxoCVfjQa5f777y9zxD2o/HQcDcnr0Ao0hC7U47IhtT70er1cuXIlH/7whztVhA7PuJaZe7YGUwZtI4qBdiWkEZvP5OB6s9ks29vbHeRjA00zerVeGnn5mHt+OxtmWdgRoDvImgpMhzzHaXNhECB9HBvVns8xlQkrFqGhVL1f3rlyW2FnI5Lu8eQoA5ByNBrlne98Z9bX18tEEQubb+A64/G4eDfHpyZ+nL5MuoaRRjGWY2MrVs2UGxWBpNiZZ9Tk7AyGkns7Pk1SUoRcCyW1kXryySeLB3b4gqHBUIGETOzWRpAFyf82WC7OYaF8+MMfzh/8wR90yFaM2nR6eDYA5dWrq6ud9CSIweEAOoTOOTSgD36dkMUP3KVv5sG4r1Gmr8FnMMSQ57PZrGRQrDvMP0gaHYA/wSDfcKXLjtmdFcBae4JYfC66YaHzvxemF4uVmO9YiHyGSQQysvhvu+22nD9/vkNWwh/4NZCD43c8ogk0H/9uIo3vYpjW1taKArufboyLazuEQhbIk8VkyMsiJ43IONiTj3c0F8J9d3d3yx4GE2W8xiLgPibfTJLSXDTEIjf/gpdHN/b39/PpT3+6s4/EhtheFqfDT+3J4WT8JC2HVEl7XgR98nMkGaMdimWMPtQy8X4Qn2gFErJR59omma0H5kVch3OcNhcGIWmF6BgZS8qkejHXrHSdC05y3aSYiQaaWYGA8zURhELcdtttede73tVhu/v9w4e7WBmSdOJdxuLcNN6acIF7YzD47sWLF3P+/PliPIhz7cG4pmN/xssC9hOO/dRixmDITpqXw1Ho42w2y9raWsdojcfjXL16tfSf18xVGJlQ0s1i5FkFoADiahYa25u9ddooifj/ypUrue+++8pYMWouGLKHXl5ezsbGRhYWFkoqm/uA7nimpok/5t6nazO33AtvPZm0R7wl7UnQbO+nX9ZroylfA34Ax2Kj3zRNJ+MDQubHBuPF2lwYBPLbQHMLwykskIEZbhYb8MgpIaOG2nPwXbwMysqCxHA45pvNZnnzm99cvMnOzk6pKze5yZiSlMmvax7oF8e/oeAuGLKHw4viqfGg5jKAyeZIUHZq3FHiU6dOdWSBPJH/ZDIplXWOsX1MOgbg6aefTtJ9AnaSTp4f2bAoeH1vb6/cx+y7wyb6TcqX+UFO6MPv//7vl/0jLA7IQs8hnnd7e7uz6JJ2m73DKp9t6b0rnnOMZNKe/Iw8PBY4J+ujy8RpcAYYb+sz8kF3Hbbyg06zLo7b5sIgIEyU2lbNlYv2sg4LXATCpLDgDW2TNi2HAnpPPl4W2AYS4buj0SinTp3K2bNnk6Qoh1NzTlMl7aGY9NWkEP10ms59bpomt956aydz0TRNByGwMChY8qYwlJ5r02eXQi8tLWV9fb30m12CKDuLiz4T0lEsNRqNypmHfAY2HtmBCkAO/M9i29raKryBjYeV/KgTrJEJhmw6neZXf/VXi6FBb+pt6iy8g4ODbG5ulrlGf7ieQxvu66KlpCWv6zCTuaWkmNdNRvI57wuxrvM57oF86vFTKWtDUDuR47a5MAj2gkflTF1bTsNT2nDwuoXFpPrsA4cECB8Yi1L4MWKk2bDmb3nLW8q9uD6QOWk9EQgHuIziOf/PGFxkhRcbjUa57bbbOlyGmWOTUx5/kvLsCioJyR6QzUDhUUZy9bxO/yhuoQ/IYnNzs6Rvv/nNb5YxIlPki7d0pSgkHIvQCAqEADoz4vNWX8Ng+jsajfKJT3wily9fLiHb3t5ekRMGqV7wlqs/4x97YxYenp570UfGgcMxAYzRdvjq8MGIAJSCweHAW0I9wsDV1dUOgQi6A0Fy/eO0uTAIdWrH1pF42AuBCbTV98CB0IbV7IdwkRITa9IJ+Mn1Wbwo78HBQe68886iYDV8d+P63kPB9xxXOkuBkmIUsPyujOSaKKTliGy4Jo+LT9p6D4wgh23grY1cCB1cIUhxTtM0nc0+zqHTd2/RdXMq0VyMdcCNvQ5cywsXWTCH9P/+++8vz5dEzvQN9JSkGDtzKcjRXpa5YE4N3Z0VsyF1uOnqQcK4pPvsDCMGh8yuvmT+XX9gXcNg0pcaTR+nzYVBsFDoPIOdzWbllFmQBM17ExwieK8+ENYPdzGCQPjE8Uzm0tJSKQihQVZ93/d9XzFW9b1ACiwm4k0TQniXpGWY3S8IvMlkkptuuqkoN94BeAxfgMzw6Cgy/UtaPgEWnbG6QMsbr4Do5ihQUO+5xzCxgEAQNt4stp2dnc7GMW8Iq0M97250ARXjdfaA/0EhH/zgB/OBD3ygfAeDTp9Go1FJP9KIy0GV6B2yM6dEYVPShrvokcNO+o8BQKd9DqQd3Gh0eFiq08FJSnEecnAoNZkcFvHxeR5HwMG+kMrHbXNhEBiY+QCsnL0Nn0EYxKh+OCewF2EywUy29+En6XhQw0pDuTqXu7a2lrNnzxZmF9gNu0tcRxERC83VbyAW4mXGDcREsWDC6Z+hslGFCTyUjfvhXTnshN+gA66FbLa2tjqsvtNjRlfwGRhlvJfZfEKf4XCYtbW1oqBOk7pyMWm5IGTGIgYeUzTFPekjczQej/Nnf/Zn2dzcLGEismRO2VAHStjZ2SmGjznwczEwOEZZrgXAWJhDMjfFHEJQ+ti+5NCwwE8sLS1d97RprsG1La+aRMTBeX/KcdtcGAR7OAY1m806rDjvYX1tIQ1NWdAvlKp0aAKJ6Vw918AbWeEMw9/0pjeVe5h484LAq6NU8BJm/EE+3APD1esd7p/3w2AxJMStRkssGLb90i+KblhcwGx/13DaZBn9qEMNM/goLIva8wmsJ4fuJxFRmk4dA0iOykGHcswbfWFMju+B5KCv6XSaX/qlX0rTNCVV6rjdIR8FP8wJD3DFWBjZMTbQkXcu1uEbskBHMU7mNHBW8DjMj8MkfuPp0R/mCaSMwzCRflQY9q3aXBgEBm+GlXjVqMCwjN+8zuD5waLao1lYQGMmxhPoswPwGigvcPatb31ruS/Wn8k1F4B3cuqOMbq2gIkzyrl48WLxPEYoGCIWuav/QAmOT+knJd9JmyLEsHpXoIk8b5BhLwnX5po+ss6ZD7ZKm/jku+Yf4CVYhBhiy8T98ZxQP+DUH3145JFH8qUvfakjX8468BxB1m1sbHSQFKEFfUFe/I+hx2DWPIdlkXTPW6RugXngc2zgM/eBfEBNIACTleYr6vvccJWKWFrntu3hHQNx0AieNOkeEcbE+2x6x+0IFyWHhXa4wiLAe6DETnudP3++QxzZe6IwRggm5pIWcfhMADInLAg2NTHB9uz8tqI4XUVDNj58lgIcE3ookhe2ITILnIbhgptARs6dO+VlstRen3vRD8bl+WAcLuzyITnIjvvwu9fr5aMf/WgHKQKpgesORRm7N2JRUo8u0Q8cg5GW+8qckv1AVia/QSh2TvBXZKiQhTNYtW45vPO6YA3dkByCIQ+wEIEC5xxv8cNE18pm9h6iz3sCUGi8m68BvEyOLmlOkpe97GW5+eabO17exoxxYYCSNh6sJxdicTrtnh151113deAf1zInYiKWsdt4mY1GiTCWyBk5WpbUD/g0JPrHYqavZ8+eLSFKreT87xOA7bn4H0PI9l0vPNALMTZjYQ4Jk4j7k5SDSj/0oQ/l+eefvy4TwphYqIRb3o5tNIMuwMHs7OyU7ASytwH0jkoQpzMHGGTuPZlMcu7cuY6T4ZomTOmTn+RUo+UkHSPxUtrcGAQG6tQfygfURPhMJNCayWXBOZZz3MZE1/XdnnAmxJ4WJWJi+v3DU3Te8IY3lM84bVd7HB9B7oWCcQA+J91jzl/1qld1lBKFNjHKpFNwxDVsEJMUOI6sWUxGCUYHkG700/H0+vp6J25/2cte1gkDMPC1LO1RbfSdtqVGAobcxKt38CE3Z2voJyiNe//ar/1aQQwmRpMUY+V+YqjhPjDGdiIOP7mmZchcMF/ojBvIDKPAVmyujazQLYr3mE+aN1sZKSTpPAfyOG0uDELSQkQUDWXCK+HBUASTfvaiSbcmHLjGPZJWwElK8VHSwnh7VCreuLYJpnvuuafASYwYsZ0XJOiCGBOIz+ecErUi33bbbZ2UH9dxTG3YzEIgNuVacDQsHq7HvZGpnz1JNaO/z+Ilbkce58+fL94eo+C0Jd7a3s7QFnnu7u52FB0ZOpNhXsQelnnHeLh+4pOf/GSeeOKJjpEGTtsYO94n7ITjILSrHUWSUjmKgaV/XAv9Y9s13zWH1TRNzpw5U7I/GCAbKZo5JXTA98UwgXpuOA7BaSpiuH6/X1h5H5xitrmGSXhmkywIxqlFQymfpYAVZqLNHXhxcJ2LFy8W4wOjnrTZEiCwY0Det6Gwh3ZIYIKQVpOgjkvttazYjM0GxGlBcx/mJOzpSTGi6IPBIOvr61lYWMjZs2evi1P5nONn+uHNTSgwyIv72sPSX4/ROgCC43M4EfRjOp3mM5/5zHWpVJcM00fv2nQ2ws7E6KwOY63TfB/C10aCMSNXuB3G4GwR4zCK9P8YNeu9Oa2aV/pWbS4MgtOHCwsLGQ6HHU9hcomY36GC2VZaTdRYmLxvsq4muPBO9SI333D27NlcuHChfJf4EmSxsNA+1t1ZEh/35VgVCDmbzXLTTTd12G1DWmAgYyfe397eLkoFJ8FCtAdhbDs7O4XINPxGwYC6GCnfazKZZHt7O+PxOOfPny+Gx0Y0aRWTeyMH4O9RxtcLi+8CrRkLTqJ+1oEL2pxh+sAHPpA//MM/LNd2GMncYfDZ23HmzJlOdsLnFDidajRqPcOxgTxAiBSHkYHh+Qxnz54tBhqUB6KpU4/ME4aSOWIuCceOIpq/VZsLg+B0W9M0JWcNxKOIJ2mrteo4PGkZdRsGZxpMOCJA6upRcr5T8wiuyDMse9Ob3lSUj+vVoQxeAhjPNfzb/Z9MJnn1q19dYnTuz9jMdk+n0xLvLy4ulh2YKAJxteUBVIbbIDxweGWjCCmGAjMOvPzKykouXrxY5sn7IZzFYEF596K5FYwTfTGUr70k6UkWNePCaLsqEMPzp3/6p8WAmIvp9/vZ2NgoG7ZYSN53QOFSr9frcBlUwbpwibkxKjPfQGjM3DdNkwsXLnQcEsbNoRXjQ58YO4aS8AbDDbp5KW0uDAICxMuw6InLfJYdgh2P2wM5WfQIi//rTINPE+JawC+KURA00LC2yPboSfKe97wnd9xxR1FIPJljPpQCZURB6ZstP0rx1re+tbyHJ2CikxbyQkQ5DMKrgxK4L/J07QQe16Sj4a89EPc1cdc0h2cYvPrVr+5sZKJYyw90SQ6VmgNfUHDGzFHwNBYnY0Y3kLNlh5dGn+z1Xen5/ve/vxhSQobd3d2yFdoywuGsr693DDr6iNHF+ztTxlhBBzXZDUokZLj99ts78B7EbEdgA93r9Qq/hXOiH84w1bzHi7W5MAhYTZQa2IjgrZAoaL1F1IvXzLQXtOu68Z620rNZd3cc/UFxsLb23DfddFPe9a53FWvudGDN9hv+O5ZkETouvvXWW8tkmoQDFlJTYWPD/biODSaZA8boVCCKR+qQe1q+hvTsSTCr/vrXv75jUBgvT2+yEfJ+DLzdcDjMzs5OJ/9uI0J4Z64gaZ/Yhde2LtT5/slkkocffjiPPvpo1tbWOoYI+TDHyK8mrc0Z0Tengc3T2DA4nEGH+Mwdd9xRitAwokk6fJUJU3MLJqdxHg5zX2qbC4OQpAPXTHIl7a40e0cvZC96E26GarNZ91Sl2rvQYMcRLlDMRUl4a65x6dKlcg8bHIyOP8/9WYTEhlY8I5WkPfPQodFRHtYxMX2wkfWiAgWAPnyE13g87uT8vdCQCyiODMBNN93UGSuGnGo/GHbm0J/FcPM38jDpiaHAg1tPJpPJdbX/HqdDvOTweQ6EqI67TSLym/mv+Q3Lw32sUQI6krSOxd8fjUY5c+ZMkftRusscWHeTluA0QuRvZ59uOIQwHA6ztbXVeUBI0k2lIaAaGtXloklrWeuNHSYgzQfwv889qMOM2upT3DOdHhYQuaqvhrZGIKAL8xcOeXq9Xt74xjd2SnAZpyd9MBgUEnF5ebk89w/FZLGREmM3J1DZhS2TyeQ6owsEt1GgP8jKacpz586Vw1W8LRiClb0L7Oz0A00PDg5KuFCnnzEWzgCMRqNCuDkWN1PPXEE+s2j39/dz33335bnnnivj41roDWdE8poNLLLAwVAYxf/MAboHqrBzsDw3NjaKMa2dIvUP3gNiDstl2OhsjR5eKo8wFwaBM/gdwzHA3d3d4r3qTADpGkMmJs2kWNKFnSwY541N1NgD8R735jq15b/jjjs60JE+OJfMa7bqRhVN0+S7vuu7cu+995b/qehDOfibPmxubhZ4m3QfwWaZzWazcmiGz1nE2NqYcR33VJ2iCgAAIABJREFUgbG4sg4DxTy84Q1vKMYTVMM81tWHfL/O7zsTwfzRP++KdMm343gXerHIfKIxhu6Xf/mXr2PjmUt2QRKqra6u5tSpU2W8zhR5d6G5MD6L0aGfICvm/Pbbby9GH5207F2/gTxns/bQXowohsjzxffNXbxYmwuDkLQQm/JXJm59fT1Je9QYLHXSjeWZBIQLB8F7ngynNBE+aR68IOSRFa72vmwUmk6nefe7313gp+EentIKjNJwLYxMr9fLj/7oj+bSpUtFwa3cRhPmVajVcF+T7hOrDg4Oinc2aQYzXefxmQ+MD6y/D/dgYZNqfcc73lEUmGt4/wNz5HnxQbM2vCYKfYYgDeLWnMpg0G45NgfEfgTGM5kcPljmqaeeKvcgi7C7u9tBeMnhwtza2upU/O3u7pbUJXPFd3AuoNekPUwF3UHv7rrrrg5KpZ9+kAt9pi+QiT6WDkIedGIdcBr3xdpcGAQ8ZdIeVJG058Wx0JMUT8cPi4L4EkE4PWlCEuUGmmJcjor//NssPgbHpBPpRzw0ENyeEWNga26PPJlM8pa3vKVTA2HegHy1oT/yGI/HZas096Pqrd/vd8pikaNJK4dTXtAYNBs7+s//yPfWW2/NqVOnOseGeZMZ5B2fN7/DWDHGnldDaPpiQs1oD4jvcMQoiazH8vJy3ve+9+Wxxx4reofHrYk66yLcCnNslGJERvYAfawX5WQyyd13330dac4c8pQwZ6NwDqdPny5pY67lAjWjV4zTcdtcGAQ8qmsB6j3eJtiwkj65BqPCYq1JGQgbFrZPIUpa5t+ZCt+Xz+C56nCDg0xsyZ3T5vuG53XakQeieAG4lBllXV9fL7FyTYJZbpzozCJxiIMnAXkBe5NuuIX8/fsoqM94brnllg55Vse9TrmCxoh967lmPo36HI8jf8uU77E4aMwtMtjf38/TTz+dT37yk6VfxP0+4Qjeo+ZwPNfMq5l+OxCTfPzfNE0uXbpUkBc/5sxeKH1tXsrfcxbGKduXkm2YC4OAJXf5Kodg2HtRjGIFAZZhTOrTZnxeIJCOU2rNauN1a4YeWOYUG9kHcxpJcunSpQ7BaWIQNGLFM5E3mUzy1re+NVeuXMnOzk4H/trAjceHz0GAWDNnkbTn97nAx3GujROEGsiKx+MBoxk//ePcAO7n2grG/eM//uO55ZZbyv9wQkl3USJv7meSsEZgrnvA4Dk0sRF3psTZHcrgl5aWOgfIfOhDH+qQvcnh8fpcn344lESHOMyFezM/yMPho0MyOImzZ88W3bahctxvB2EOw9wBc+F5AK34eQ3HWovH/uR3sBFrMjEQOyxkLDIEjQXM5KAUKLUXt2NBf9e19aTasKwsahe10BcbAZM8P/mTP1kWmiEdig/5huX38WVJcu+99xYlpJbdiCNJqSp0qi1p98G74Mg7BmezWYefoY/EyyhP0iKI8fhwyzgnGrkfGG+Ydhb2HXfckfe85z3XISUMoesRzO3QR1BQ0maF0Anmi6I07oHxdNkvi4JQC4OCgzAS+ZVf+ZUSPvX7h8+sIAPU6/U6dQF8jxJnQtPV1dW87GUvKx6bNCthDJ/jVKjXvOY1BR1gNOoqVgyxuSvGZFTojAcN42VdPU6bC4NAIx2FVwTuJilK6cWftErjYpcknZQYpA+owMSL41BSYcBiW1asNJNoy8yEvPa1ry2T6biQiXEq0uW9TdPk5ptvzrlz50p/m6YpHIkhP9DaxSecF+FjtRibST0WLkYQwo7UFotzb2+vg7Kc4eD63pqMbPCqr3/960sKEuPLQgfRLS4ullJnE23MJ3PANZPu05fMZ5CCM6Jy9sTEGkYMQzgej/PAAw/km9/8ZkGcm5ubBSVxf4cBfI7HtCfJ1tZWnn322dJnP0SW8eK1z507Vw6/YeHTcIIYb3MBXty1ESGNjAwGg0F2dnauC19erM2FQTBjnbTQEvjIa/5cHRvV7DTXrfPWLFQWPAqFYtsTck2scZKOZzLaSA6NBk9UdurMcXPSenkXQJltxqgwsfZq9M2K4XQa1/QuvNq4cQ9CLJ/EnKRwEUl76g7G2OM11AdN4Qm/53u+p8jfBhA5Ja2RJ94HsZhjYPE5m+RFwo9Tncwb17WXZcFg3JHFZz7zmU7NgfUSOdbkXF3z4BjeqWUXNPV6h5WJNgQYHO7hNK8JWORQo0ZXx7qiFdR2wxkEb9JBefF8tozT6bTDrJokS1rBmqzCSLAwUDriSsfECA4vXMd/Vk7HrjZUr33taztlrdvb2x0rbUPjePgnfuInChw2WWlYbOKzJrlIS9JQTvYU2Ivj8fv9fqnzsCw5/wCZLy4ulhQrn0fmfhYAfUmSn/qpn+ocpc71/TRruAHL0RkE/sajEyo4E7Wzs1PGxdzZqDgLYFKSz2NEf+d3fic7Ozslhm+apjxinZi9ZuxBNxgh5gu95R7+zvd///fn5S9/eTEmyALngazQc+6LkTBvcFRKlzH5LMwbLsuQdEt9mURgkNM3SXfHnyGpLau3GNfK6lxx0uUWHKtxH35qpjrpMty9Xi/vfOc7O+PiHlZucxP9fj/r6+vlGDIXZWF82G0IUbi0tJS1tbXiTVAmy8+kIfdxGOPQB/IWOdtAMg8+JxFUgDyNsrj20tJSfuzHfuxIMtBGzguWfRSkBc3m01/n/LmGGXz657GaB2JeCclAcAcHB/m93/u9DnpJ2mPTmTMXPmGk0FPGwzxZn5Lk7rvvzunTpzvFSQ4FvYWb0IEt6hhyox+MGXNuB+YMxQ2HEOx54QM8cYbyTq3VHiVpvTUC5H8vbENrezgbA4TMdR2/453dB9p3/3/tncuPpNdZ/79dXd3TXdXT48nY2Bkjx4mIPCYBgoRimUhBTggRSaREYcEClizYsGQHf0D4O1ggWABBCkgIQQQKF8PAJHEy8W3GHk/isTXjvlRXX6v6t2h9zvs5ZzqenkWk8k91pNZMd731vufyXL7P93nOeT/+8WrrKwqO0poFZ9E/85nPFASDkPV63TZbYn17t/F4XBlOxm6oyRyirIwN5twKalTFHBOWcR3GjSIinokyoBBwH88991yeeuqpMh94d1ACyoWQYwTMs6DYjMlHpTNGHABhD2uKAXa2Ch4pqd/JMZlM8u1vf7sUb4FCer1eyTrQeC5K56rF1hsjL+vr67ly5Uo1FmQa2UA+fUKUt/7TMFKEbJZxzyfj/8AhBCs7de3AJCbaltAxJa2F/RBlSRf/ocCk67iO72CADNtdGMQz6YMNkVntj370o/f1u93I1O+fnDi0uLiYL37xi1W8aqVgoVEqhNC79RiTU2yO3S0UjknX1taKcDE/KI3LjpM680DY5ayLY2DW4ty5c/nDP/zDas5I95kcNlmHofaauLbEpC2pap5pbol7QP5Rgry1tVW+Zx4Gz/znf/7nuXv3bjEM+/v75WQo5snGm3M7MNb20s6S/eqv/mplaEGDKDbyTj9YV+abtaH+xrLK/Jr4hWR2xeVZ2kwYBKwaC+sY1fEkaMA5+el0WsgpJhHYZuIRj+zrWIzWuFDzD0y1l/SCm/U1mnjyySdLCGNkYvLPAjwcDotAWRH8e5KSAgQhOD1qboM5YE65puUgzOibsXbdA98xkWfYjHI5PHNodfHixTz11FPFW2HcTI7RQE9wRTbODuNYG2QDOWDeTBAzJhTF5KIJSRTuhz/8Ya5du1bG6rAoqStgk1RH2vPj+cF4nz9/vor5eR7zjGwgW0tLS8VxMVaycNyX7zpkMFHZGr6ztJkwCAwGK8nOPbybBQyIyKQsLy+XXV94nCTVYSgoG4VNSe5DHBY0rCr3AC4j0I6ziRex+NPpNJ/73Ofy5JNPFiWjn85asMjPPfdc8TJ4zaOjrgzZxo8Y8zQWOknxvIytja1dn9EaHxCJBdLXJikohz5QCWkSNOk4GuD6H/zBH+SLX/xiURTXLfA9DKjPJvDOUK5hLdtQzgaO641yUDp2f/Jd5oY1H4/H+Yu/+Isqncraw3FYwUzyGRkxzuXl5Tz//PNFPhgvKAv58KlUSYp3J2xAHzCoNtaMjzHzf8jhh2kzYRBQfBpeAYX0IthwmC3m/1Z4rLu9BB6CZm9vJh8vArx3vIuS2kiZ6Hzqqafy3HPPFaV0fAkfQPrpt37rt0o/TfxRWu2YkL60jLP5AgqgMIB41sXFxQI1EUZ7UxtZDJTfY8E1LaFGv5MOttrb7e3t5cKFC/nyl7+cZ555pkqTUiXJvGD0TLphuI6Pj+9TZDPwJjlNhsI3eN1tRC1TScpBLX/3d39Xsgy7u7tloxH9B8U4e8Nn/Hz4wx/Or/3ar90XfrZZHwygFRqn474a0VgfjIDIKqE3zOFZ20wYhOl0Wh3Vndwfp+O5gUTEkG3aJ+k2yyAwFnhPMt9DIA3t4TGcq3Zsi1dpX4nG837jN36jCoV4ppHLV77ylfzcz/1cRfrgXUw8cd4BxNloNMru7m45CwHPDXSlz8xXu+8CJIKhQ1HwRO1ZAyglCAXjiEdzie50Oi0ZEBNbw+Ewf/RHf5RHHnmkzJ/5Aog8FNg7T5ER1h2vDSRGDjC8eOeVlZWqEpMsAQqE42nz+AsLC/nmN79ZCpRM+jEXNpZ8j3WcTqd54okn8qlPfao6ONXVkF4PZM/hFmvGPDsUZG2TLoPi69vsjbNiD2ozYRAmk0mps7dHooAH72DBTrrqNxNczkBgydsYEoiWpJpsw1Dfz30yzDYhyb0RjgsXLuRDH/pQEWoUjM/X1tbysY99rDrWLUkRVJQRw+QUF8oznZ68qRm05LETSiFoIB57DvrsDVEYX3tbQ2UTl0YYEIKQeBhh4mAQwZ/8yZ8UIQdNEC55w5nXHUVj56sRGlubnfo1JKd5pyL3t8NgbTAq0+k0f/VXf1VtJKJ6kMyDkSSGdjqd5iMf+UieeeaZJLWjALG0qBZZ9vx7Z6v3UpiTwsAtLy8XNIMMgXpc/n6WNhMGwV6YWBCB845GPDnwEkWzZ2+rwkyK+cfKSSxnb2H2loViQRzHWlF4Lgvz4Q9/uHzfdQKTySSPP/54xQVwD75rwtDfN/SH5yCGZswumDEshZTynGB0aSiUCTVXX7YZAMexfjMUnou1WlhYyNraWs6fP5/nn3++2ufBc+kvCulDXzBgKCFGgb851cs1JpDNhdhwe/4xDFz7f//3f0k6I82hKXzXxVv0ZWVlJR/96EcrRMFz4E5AbchX0hWSMfdwSMwzBtvy5XJlrmesOAEb1LO0mTAIzij4aPC9vb2srq4WZt21BUwSAmUI1uZ5gfaGZc6xM2EmqIDu5i+c4jKHwGcIV3Ii6L/5m79ZCbxLY7/2ta8l6TIa7fFZvh9ZFxslH5C6uLhYUmOk1+gHZJ0hqysVfV6A+4mBw8s4nZjUL3/luSgInh/FgytgB+vv//7v50//9E/Lepu3wfPheVE2Q2EjxbZfXo8klQe2UVteXq4OlXFGaGnp5Fi07e3t/Mu//EtV/AXZaWPCWj322GN54YUXCtpF+e2sQHvb29tlLel3i0qRT3t4+o8j4xojHHNObQbtQW0mDEJyMiGGmkChw8PDciAEsMvMrNOBJsZcurmyslIgmA/1cMzH90zGUSCFUrRe23l44HjSGYdf/uVfrrwb3MRgMMiVK1eqM/GoBkToIeR4GcrGxkYREq7zTjuMCWcXHh0dlX38zA8GxOGH31NoyIzgM05OCHLxDUjEmQkIMvoKnN3e3q42JF2+fDnf+MY3cvHixZKx8PshrCjOCLmCEUPC3LJ2GOHFxcWqytXhEvyDYbY5INbxL//yL6ssFJ8RHu3u7mZtbS2f/exn89xzz1X1HlZmjAcFZaurqxVX1BoO5BKC2OvD7y6eMhlMLQ9Gti1ser82EwbBkMgbZFryBsKJSjRiQqyuYZVZeO7DPVAQJtB8A88FZqM8bYrPEBTvaKaa1CFn5mFMDg8P86UvfamMk+c7s8JmIxTFW3H7/X7ZGo1Aepszz2fc5lUMR13zYRISA8A8+NVm8Di9Xi9ra2sZDAalko79EAguDUVnTdyPtbW1fOMb38izzz5bDEi/3y8hitN+9GcymVTZhSRVv5yqTFJ5Wp7vsMgKw7Vcv7Ozk/fee6+84MVokiKjj3zkI/nMZz5TCsVsfCBijRJ5NnPsZ/I9GuvThqIOKzEGpDU5UBeykrM/ztrOHlz8DBveGVYYZV5aWqqYc/6OchBWuPgCK2pvYFIRy8oiMJlOvzlt5gpHFohY2fE0FWz8Hy/0+c9/Pq+++mpRhF6vl8997nPlGdPpyYtAuLdJMaMPx85OvR4cHFTn/aHcKLDjafpnco4+mYiDpxkMBhUhenBwUEIbzmgEJbF2zANGbnt7u+JAkhSUR3jzx3/8x/m3f/u3/NM//VNu3rxZGemlpaUKyZD+s9wwPir1mDPXUpgzcljiuN1ZLa5Jkr/5m7/Jzs5OPv/5zyc5UcRPfOIT5cg45gtj4K3ODr34rOU/MBAmIHmO+Qrk0PLt/zskYa5BoWdtM4EQkm6TkFOBVlIa8S9pyBbmeWK5H1AP7wUENAGJdcXithmGXq+r/DKJlHQlz+3PZHJybp7RBYdv8DtnGfB/5sGEKH22gDhuNoFlgwpBS/iEN3TFpb2nn53U26xBWRgcn73AvDt7YB4EJAMk5n6ERb1eL5/+9Kfze7/3e3nkkUdyfHxcIPVp/ID7bQSA8TLvw3d8aAoG0CSukQdrb4L7xRdfLKz+xz/+8XzsYx/L+vp6dcYi43VM774YybbpQWd5TNryN6MPvtvqDvNrlNZyEA9qM2EQGCyWPenSg23dd7/fL16C7zg3bQVKUiCbwwksqyfVpBaL5h2GDhGAgk6R2eCYuLp8+XJVpfjVr361KCRGhntyAChogX7hqSwUht5JJ2wu5krqdxvaCLT3MoE3mUyKoTKKYEw05hVkAWnoZzAGyFFQ18LCQgl99vf3s76+nl/6pV/Kn/3Zn+XrX/96QRD0hWeAzk6rdLTynDY/ZGQM17kOJbYRcsh27969vPvuu3nhhRfyi7/4i0V2XC/B3GFc2mwIaVXLEfPmeyQpqWkMuXmENhuFwbdzNErAwJylzVTIYOuNgKJIDNDpKDy9F5b7Jd05d5AsSQpTzH2ZXEPtpD7Jto3ZWqbblryFZ4uLi/nEJz6R7373u1lYWMiv//qvl374eV5kmPrV1dWMRqMk3WYte36Mn4lLmjkZxsPvJpl4rmNfUBjVcwcHBwXVHBwcZDAYFI/P33zoi6vtmEf6xL9wLPSNl86cP38+X//61/PCCy/km9/8Zn70ox/lxo0bRcnMKwG/IUpbgtRhGYpl2TE/ASHZopjV1dV86Utfyic/+ck8+uij2d7ermTCFbEYLOSKH5Clt1LzHJCIkQTogl2WXls7O8bGqdttmvlhQgXaTBgEFrCtB7BltADs7OxU+/MdnzNZDhNc2gr3QMznBeV79IE41EJlPsOL2JZfM4a9vb184QtfyP/8z//k05/+dGGOge54YpCQU3lkRiaTSSkOIiXqfQVGQHhUI5CW53DsaXYb4cS7QRja2/X7J0dzJcna2loJQ5h3p8OYB+bJGRvWEtLx4ODkDcvE5IPBIL/7u7+byWSSH//4x/nWt76V//7v/y7ZFSMxp5EJJ+1JjWxAfxCRDjFBhEtLS7ly5Uo++9nP5ld+5VeKYrG+yALjdR0DzoZQCaRLnyxHODJQCO9bIGPA/ZOOfNzb2yuGhXVHfnhekoKG2rDrQW0mDAKLxOvGfNjn7u5ugdxMps8GYMGdfnFqxtmGpDt7IekIRsd75i24V1vY0cJVlN8Ejxn3xx9/PMvLy7ly5UqSVCdMO5thRUShvMgoJQaMcTgzAwowZEf4dnd3y8nJ9Je5QZBNSjEP5lxQPBTb4QxxdJIqzYuy+bv0CfTGOMfjcTU3k8kkly9fzte+9rU8/vjj+fd///fcu3evjA1jn3QFR6y7vaWhe1vxyvdXVlby9NNP54knnshv//Zv59FHHy33w6gZZbDOOBWTncB45tAI0hxReyQf3+E+Jr6pB7HzOT4+vo/kdoUvunXWNhMGgYaAM+G7u7vl9GUsISk5lL81BibX7HVdq8D1ZoC9sEkqtGKyzYpPc2zn3/l59NFH84UvfCGf+tSnipdn4Y02uK9r9FEk39usddLtsktOQpSdnZ1So5HUJyVj8AgdUCJXGTr2RyAPDg7KKcPMEalOG+K2ShJlb5ELz+H5LppiTPx9Mpnk0qVL+cpXvpIvf/nLOT4+zquvvpqXXnop3//+93Pnzp2q1sKEmj20eSrCk+FwmGeffTaf/OQn8wu/8AsVYmDszAt5f4wm/UQmMGItOYjC83dQlFGTC4uYB/oPuqBor933g7GzbPK560bO0mbCIFBzn9QvSGFSIauSuowVSG5LDKS0Zze77JiWRcVzJSlw1jAYtIAiuNwZBWkJHRSaZ7/wwgslH+/MhysS6Q9EkwXbyk2/CDnaLa703/DRMf/CwkJBBN7wQ98JH5iPxcXFEqcaNlMgBVnIOJaXl8tZh0BfNhsBb/F2hID27mxTZ55RZObr4OAgzzzzTJ599tn8zu/8ThnXxsZGbt++nbt375YXzMJ5rK+vZ3V1NWtra7l06VIee+yxas5Y2+FwWLgaQiiqGo+Pj4tTwgCurKwUFITx8f6UyWSS8+fPV8bTysqzbYjaI9aMJI+Pu3JzDKDnxcr/03it92szYRCYGMetSQcH8SwmZCygjoUxBi0bj6dySIFAstAINIuOUBjq8X1nEpKuoo4YEIHGKKytrZVcvslKSCiYZrwJypDcfxakjSLG8Ny5cyUGbdOQ9NsQkgo4GxP4FQSt1+uVugM8O14KpWENjK7gOfb29jIYDMrYmGPgdKs8ICU8usMj5GEymZRqRCtPkly8eDFPPvnkfUf1J6mMHnPkw04YL5WEJn3pN3sQuIfDBGeZWB/GQhjkvxNimcS0o3G2rNc7SWuOx+OyHg5nHTq6Hzi5D1za0XCfCeBflAxGGu+a1FAd7+aUlyGXjyPjWiscEBeGnWcZ4jpGXlzsymLdD8eLGAWnTC9cuFD6hOXHwhMb+vnOuBjZeJ4wak6B4THMiNMPBNIvzUXpaSYbjX5cwk29PnMKJwCq4/qkK9ZBWc0bMH68HTsYgdIYFAy/t12b3KWE2+szGAyqKk9QEffybkz4Fwy6yUvkjTDPYRoywhwC8TFmfOaw0A7G9zGP4DRycoJeTGgikxDMGHwjPFfQnkkXz3zlz7C1edOkjl+dFjztc3t8FMhEVnscuGNEFhBBSOpTes3mJinHkSddeshxL2Ph+9yDfiDsfG4B84tiLIg0Q0nmreUy+BeFNZnmONVQHiNk8oz54W/Mrb2p+0E6l5eUQvyanDXXsLOzUzHvjAuBtnLgXVkr98cGC+/OWBcXT46hR1laZOXwC1QE6vF4HRLyPVAWSu1KWOTBZx8yT/bcSX36teW/zY6Zt7CBBs3aoWHQHoZMpM2EQfCk26MjFEw4Xg2lM2TkOzSyFiYDUTrvADxNSGyITBa2Ros+OddvpbThadN7CB8L6/cB4KnshfGE3Idwpc1uJLViMbeMzfUVeEETchQyoXz2ivTV98K78zc2Y/EcK4RJTIyG07CMg7HZaPOcdp7NN9nTQ74Rkvm05bZa0wVVGEc+85ogVygaR7XzbJfQ25Mb0fKvjS1y5PQpxrytKu31epVuoANG1YeHJ6+3xyDdunXr7Lp45it/hg0BRgmZEOf1MRjEy0knGN7RB4xEiBxG+FncE4FqdwW21phn82Oj4VgUSNoqsEMHewpnOZK6foIfoLCFHq7D8NACx/j43XDSmYEkJcPQ1n0MBoNicFAI8ts2aMxdqwxcg0KYAzIy8tqhrBjIFgG1Y2RdmHeXVE8mk7JvY3d39z6HYa7F4SWogUwN/SWEtKOhYdCQCepIkC/moUUqXifGzvU4BsbhsyMhnQkrvBYmYa9evfpQSGEmDAJEG+RN0h2WwmDwlK73dw66/d0C48VwPry12EB5M9xYY58JwOR7VyHPaicfD8iYaI4n7d2n02nxnHAChoU/7fhyGzH6wvhQYG8FRriT7j0LJqiS7i1NGAS8Ls9GSCklN3IgDOM53kqedJkb5t88js8TYF7gSFp4bYi+ublZGRwbuV6vd18VIagDxQIR8QxCB+ZrPB5XJCnz7LlmHllH5M0ojT5jfFk7yriZPxef4QQ8VzwbJ2hZXVhYyPXr13Pnzp3KqD6ozYRBsMfFQ6KAFCthgbHCpCr5fXV1tXp1OQtrT8vffbgIpJWtatJtIXYogzDzDKfsGIe9otOebGH2hpikPuAz6eoIEBaUmF2dRkcOhcxfmPtAQPFYNgI0FCfpznx0yME84Z0MUxFOQ2mHCHg5GjE3fcHoezx8n7ETMm5tbVWxvu/JXDFm3xcFwZg6Pm95GI7ExyA7c8JcMF/IC+GP6xEsfzSMjOWY/5vQtBEB+UA0u/+sM8jI43nrrbfyyiuvZGdn54NnEEwguSaAARp+tiFCW0WXdN6HzSQIGf9iIJhQ5/INIR1r0hwDcz3/+gehcLyOkrdIwXUOGBKezbOAjZ4XhwaOWZlTvu+aChfXuGaDMeA1TcLymUlFFIo4FUF3CIThRJna9JeRTfssDBhr2JLKrVe20GNQvGHLc9UaHocd29vblQxwb+aR+7UZG6C9ww6nixmjDehp9TJJ9+Zy6wFGrUXBTtvSt4ODg7z55ptFDh+mzYRBQMBWV1fL5hFgNovVlmBCEHIEGYrqqkUW3obEQm2P7toAT6SVH0PE97iff0xMIUQmppz6skelfwifd+/xPaD30lL97gqHKsB+G0jPGf3hvjQbHhvPpIvHrfSgFSsG8+rX44GwGA8hEMpmw+PcO2iEeeSIOPeZ8RrdsE5tGGKP7PAw6VCBnRKbu2zkmUOutVFuD1AFFVH3gNDAAAAgAElEQVREhOf385m38XhcZU+cyTJa5v7IvNcUGd3c3KxCBRvas7SZKExigiaT7s25RgKGTFhAzlnc398v5+5b+ezt7D1haZP6HEYWyFAbo4Ay2EjQZ6c6zWK3HpX7QBKaL+Ezb3TyTkMXW7lKkbgaT2sv7OIWzqUkcwHjPh6Pq1p6vse8e4OMKxcdt1LJRx/8ZmdXQ7oykb4jyPQdL8tzTQCbCzgNCRFDO7b3d3ieeRXQKJu1uA7OxjLXZmlsZFxPYY7D5LVJaX/XmRjWYTgcVkrOXLoIDNl1mLu7u5t//dd/TXJS/du+mfssbSYQApYyqT3ywsJCdTovC0o8TqzF8dj2MHg5M7dJigDTgLYskD0AJE1btNQKiPvWerE23GBcSV0yzXgsNE67Iqyrq6vFa2I4zHijgG24gaeCqLTy0CfmDbTG/JtLIa5GwWjD4TDr6+tlLp0ym06n5eg7UoEcE28EiBGEUCSVjBHk6Dd2SPrejMmEonkp1gFvb5TH3+1Nzei3GS6MAHPAPPBchwjMB3ONLIGsrNDeWUu/6YPTz0Y69H1zczPf+c53yrhwmJa3s7SZMAj2Ah4kf8NzJHUqDWFfW1urPICJNxTEb7RhsbDk7LjzxHEfvBqL3Xo3BAehMfRN6sUweYRSr6+vlxgf8gy4j+Fzn3g2mQjYc36SbsON74uxOi3uhHijqMi5cBNdQH3y7RZq1hFh3tnZKSHL4eFhCQWdLkURMD7cazwel2dB2CH0+/v7GY1G1f4WZ6PcF5DLcDgs11nxjfqYTwzt7u5uUV5nHUy2osA+FMYN3gej4PuZF0HRTVgyz1RZEiqCnAklkuS9997Lf/zHf1QOhcpeDMpZ20wYhNYzApOTkwWGHSaWTbqXUbCw7a4uE4f9fr+knPxDDG5FSzqU0l7rmB8rzb56hxFcZ86D3/mbOYakfi+gDWTSHSHOuBEQlBbhcJ6de+JpEUqQg5ESRtPkFp7Kh6yaoORz8ycoL2y/02Yu3zbnYc/n+TLSMHpDiR16MLcYOUP2hYWFEhLwuQk6/o4B5fvMkdfRiIr7MAYTj56bFjEhZ+ZX4G24P2gR5OtTtTxmxnjz5s2qAjZJOT/jNDl8vzYTBqEltwyrnIM104wSWojJfYMMvGsRq44goOik5AzNbRi8sE492hOZDMS7YtzsNVzHgAfjnjY2DglMjllw4RoMgT2Hjk+Trp4ew8VORbIsrrvo9/slA8EuRf5GGjjpsjk+acgnTpuBB+rTN85MxOjQX8+pQyyUiIwQ30NpUChCHIyUMzJ2EknnPeFETNTiAEAKjMMFQSb6zFWwZqR2TXo7S0HfmHvmcDQaFXllXlzgxj3feeedvPjii3nzzTcrfTL3xfqdtc0MqWiChkVjoYB+3gLNRJkjYKNHkurAD3iAJEXQIfBYOBSf+JYF8j0sUPZIrlWgIRx4MxbU4QevA6PfFrLd3d2ysBBmSUeunT9/vhCx1GQYupoTIBShwi7pCqDYGt0+i8/NE8BDEPtDco3H4zKf1IPwDGd5UD7WlZjcMbfJzKQmcFFScyYYSngTuBGUDnngPnjsJBWq7PV6pf7DoQTrAlJl7IwLQ2s0h3MiDG2zSfzNmQbu0fJPDg1NPt6+fTv/+Z//WaW0WyeEDHgNH9RmwiCg2MDvlmRyKMDEQTjZ2hJGeDMMkwhPgOHx4StsUqFgiL7Yu9sLEd9x3za9x4IjkIRBKAPKQ78RTPbWm4SygvF8IxaTjc6qMA/MCd6c+W5fptIiH/rqOacxp6AxDM3q6mp2d3erswNZJ9Zkc3OzeisW80HZMve3tzUX5G3iIAy87nTanU8AVwJqZEyG3Bjy06A+iodxRjmdDkVWzM+wBhg3ntvv9wvr7zQp/ffuVPNG5qf4/o0bN/Liiy8Wo2SE4YNsvF5nbTMRMrD4xJwWfBTVHprvGFY7tEi67AGKwLXcH+MAcWavY46Ae7Vw0HHzabE798ErEM/bo6GMngP6CwLCoEASsXOThkd0OMDziOm9KQgh5m9tgREIgc8xPBhIQgwMIvAdZWLfBS+AwRBg+EAzrCO7Ea3cSf0SHkINe+s2HIO8Ow0RGFmYDzJxbf6hDSFJQXINKMNENg7JxUuss50Tc4nB5FrIYZ5ho8RYkpNy8h/84AeVbHs+HVoz/g8cQiAt1lajWajbNIsZbc5d5F6OqYGtWNPTjgozNMM7+32KJuV4Pl7FsWFLPFpRWFyPGQV1vH18fFzmwvwASsohm/TVb4dGOOi/QxifHdkSjIwB8ha0YYMH2iBjg6LRVwQfIweqYcs3c2a+AmTl9OpkMikhCILsrdqnwW/v+WgVDU/dhnQtIvKa4OGZj9PqJpA9yw5cCe8kdXjWckzIhetAbLC5Bk7j8PAwV69ezU9+8pNihF3j4ZCaDAxzZMTxoDYTBqFNt7G4GAPn+v3uPp/c6xSQhQbvTfhh5hWhcOxlphml5Br3le+0uWQWytbdVh8lPy2diDACn3knpasbnZr17knIPowjxtRxrnfFEWbYsxDG0CcTbI5tvQvQEBeCEWOKx8ZTMU7WAqNljoV7tIaVsM7zbi4Ab2kykvXAGdhYoMCMFWUFfRE2Jt3mMO7D2KbTaXntnLfhw1MhbzbGKL85L65jLug3a0CNwdbWVtERKkX7/X4pMGNu6Dc68zBtJkIGQgIm2TlozrJDkFl8hJUJsrKhhI6/iFuBxkl9PiGLbiNhdhghMxfQpjtZTENbCzb/Gp6CCBgTgmU+hL44JKI/FhB79ZZcMnTEaAHrW+VEUei7U5fE59ybbcqHhyfvEdza2iphjFPHGFFvwrGXJ/OCIgwGg6osmuc6lExSEZiMr03bYpTMpdigcA/6wr/tetH8O+M2OsMxQUSag8EwEO/zd+aI9UUef/zjH+fv//7vs7W1VYySswgYyySVIQAVG9mepc2EQbBXNXsM9IG4cywMkcPvNhSO2U34OB3mOgaEMakhJIrdwkQvvNOcpN3gKJw/dgxrRZ1Op2WLsUkpE38YS57DPRH0vb298lIPn7lHvJ+kwF8E0G8V5o3RCCFv4faZBKwNHABzwxiMcihi8liZuySVN+Tv8ASkJzEOk8mkMizciz6YC7FCkcEwr2AU5rDRaM3sP0aWa/i+Db2/hwxCZtI/h5YOIc138TdXSL788sv553/+58p40T/WnorE6bR783eSiqRtQ/H3azMRMrh4A6VO6tOSTeiBDmBlTZLhyQyVuC+ZC2+cSjphZTKdtjJcdj/MGZg7QHEJeU5DBIQDeFLn2FFME0YIUWvtLZiMv523Nm6FHyBFuLe3V6VZmTsQmTM1oBHm00aA/jFOx7c2AOaBrLwOUZh7k7tWGvpFH7gHWSPzA7u7uyWVfFqhEfNPM5nL2Fhfxo+jYswtJwXyxBFxD8bMvLXhqGXo6tWruXHjRhUKMKYkRX5YW0JLEKf5qjYL9n5tJgwCwkiKjcFYsS0AR0dHpYiESXYsxne9A420nouUHNchHEkX01MDQRGQBc2wGu+A8hkiGoYmXQbDhgYhpNyXOBvm2aSiS2dNCNLHpDvTIDkxFNzXHp/YE8W3hzI5R4rUxKMVC0/MnKP0+/v7FRlrA2VjwH08X6AT+ul5cn0IIQzy0ZKHRkomJlFWh3bmgjBORhxOiyN3jIkwyHUxTgkmtTNgnK734H4HBwf59re/nY2NjTI3rpWZTqfVG50Jq5ETnJHrbIx6H9RmImRAmWypbT2ZVJeKMuksntN3jtupnCPOTVIm1weBomiG4haeNqa05adPDlGSztD5Osa6u7tbUp5cwxjacw9g88kwQCg5FYYHJN5GucfjcfG8bWWjeReEDiPIXGKIQBWkDhmz9wDYQDnr0yItx+n2/klX/Wh0YKhtXsjrAMJijVlvQjpfz+fOztAvhwTe+4DiEU7xfQyNuQ2e5boPEK25H+YJud7a2srf/u3f5t69e+WerN3i4kl1J3PPc+lPv3+y98X7b5iPh0EIM2EQrHCGm7bESQrUh8RhEtoF98JCwrQCeXR0VIg0Q1QWEqFzbtjchOv5iWdbjsEssr2XiSUE3hBveXk5a2trFXQ9Pj4um3RMjjIHfM9kGxkAPw8BNwmJRzYZy7WMFyOEYWpDKQTdOXavp6/DEDKnKKnDDObSBBoZCLgbvwV8MpmU91I4BEvqPQBGnM5eubFOzKszIMwbyAWZZK6QNc+5uR+HYMmJYdjZ2cn169fzD//wD1VpsjMVLq7CWHlOOTPSYZxTu2dtMxEyJN2x2U4tuRnGMynONxt64dUWFxczGo2KALoK0NASIXK12WnEkY2OFy7pUoDOKSM0/EAuYWxMWPJ3BCnpQiYbDfrGnDAfoBCEl+vaEu4kJSygroH7uz7AKMskGOvkdCFMN2SXwzZgPWGdeQNzCih2uy3bz3bYaATh4+5cn4JxM5Fo+IxhOU2JUXDH9T6b0mEJzZkQrx198dqwHi+//HK++93vVmlankvY24YijBu5gT9AnpLu5cPMyVnbTCAEBs9gWkafSWdSsYpcR2zLdV58FoEJtbdH2H14R9LF9FZmx4N8ntSvcbchs0W30vNc/m7lMXzlu7b2MMeEQVZ8e6IWFjtzYHIMI+hj1dx/r4eRGH+3UoAqPCYU3mNkXMwpY7aAY7BdAWpl8vPohw1tUr8NzOMwwedn+T6ts0COnMY03+SwyQamlWn6A9y/d+9eXnrppeIcmF/64vqctn9OR+MIqWYla2Mu6qxtJgwCCouVZGFZCAzGZDIpMTGe0YU5hmGGZWaEDbMRTKe8mHx+R4hXVlbKAR1JXfDC9Um3kHgc+upaBRaSxgYhp8PIUU8m9VmK3BMPzQ9zQSjhrATGlXlhjohPETrmDKPj8XANfeC5h4eHZQ8DSsHuyOFwWBlLoxk8vnkcGw8jLRSZtbYhoY/IECELc4nBQ55sDFi30xyHaxUODg6qg12QEyMJp81BJjY2ScddLS4u5nvf+17+8R//sXI0hvggm6Qm13EM8A8Og21YfES/+/CgNhMhA8K5vb1dDcA5eLwdu/xYWP7fkldMrvPHsMStR+deViTuwbWnVcDxTCMLFo58uoWQ5oo3GgqCkvEM0IhDB6432sEo+HReGylnDJyt8TFpKB3vzbTyeU+CvZORDeNEGLe3t6u1M/qhvNeFXvTRL0AxemhDKWcDUGjvlm0LxGwUXB7ugqu26If/m2dyOJh0L8Q1R+Qsl5HSzZs38/LLL+fw8LCc5TgajYq8cK7FcDjMZHJy+I8PWcH4sH48j3d7Ios+du0DZxAYJItm72eoCvllWGxFNzxH8VtIaM/pdCXxLSglSfX6chOWTisl9ctYk3r/Pr8n3X4CCxrKMBgMSnqw9Qh8n+xKG/YgSOYZQEXAx62traKUKD/fpT+OPzGQKBrGwsjM/cMYcI2Vx0bTHtVwlx+IQf+ASlZWVk7leXz8OtczDs+5s0YomZW1NQCMnTXmGvrs+7tQC6PuvRdHR0f5r//6r7z11lvV2mGUHRbQd/418enQirWGH7Ms+gAdDOyZdPHMV/4MG0rnfQu2vgg2KRdXrrXViqPRqPq+4aaRhckyWFwWkwn0FuukPgvRBJ9JvqSL4Zxzhhl2yGFox5hIbdEMb53aMrGGwtqTwjcsLCyU8w7on2saqG6zMjEmGwuEcjqdVpkGZ2Top8dOWAJ6cWEO8NaIzcjGxKPRReuhky7Dgry0iMCOwvNHn30eI88zykhSDmSxEcFLg0bZvWlDOhqN8q1vfSu3bt2qisRaLgqk5b+BMqgjcdbAxo9QBlmn/xjMs7aZMAiOx5KOfDKcJKbCotqTosSkxxA2M75J/bpsBJxJMxJI6vP3rChuvl8bT+I9WBwWPKkrJDFERgUWCK4HUiadgXGlI0JvRpm+2TuTuuO79M/9xxBQgoxBpk/OXBitMO98x+XkSRcCWslN4vksTJoNopGKQyivJegNpOcCMtbYHAz9tCGgfy6OYh2I4dtUor210e7h4WF+8IMflLlAXh2mmjxl7PTHIYKdCUiF9KuRI+jPHNxZ20yEDI6HgV8gAgphNjc3y2K73puBs/BWRgTXaZ5WQTg9yVkLrDHkWAsfKV2lnwgD5NppHijpClSSVDAvqfP13M+hSq/Xy2g0Kv1uuRXv/PSr31qIfloKimuA9876uMjKtQtwDxgrvo/n8zP9DMbfogpQBOM1dwN/4Wck3XsmjdaA394xaYVwmGY+hjQsOwchJHEMIC5ISu6FvMExIXsHBwe5evVq7t27VwhXlNOFX8iiMz8OCVpSkDVE7hhrkgpBgFJc+XuWNhMGwRbauevkZLG2t7erOJGMggk7FjXpUn7EiqAGFgRhaD0PUNqEn4/ksoIZMlrY8Vhcs7OzUwqKGA8eHtIRYUIACZ+4H4KHkWPsyf3vtARBMU7mpTUErnc39MQoMqctl+A0mpXUkN5wvc0QmEDkud6uTeO5rAdw2OvOXJkYxEiTjeK5Jo9tDFAcvLfDM4c9fM/p5KR7A7TfcbGxsZFr167lvffeS5KCVDj4FOPQ7rsxMjZxyv4b3pJtg2KeymgYw9uSuQ9qM2EQ2riVs+3wDufPn692bFmQHc8ZxqLkpPDagyhsfe1xW9YageIajIyJShM3QHv6OxgMKgUx445Xgm1HSDBgLrtlnlqCEcU2v+F5dfzsNKT3PpiI9FFzzBPXtPGr438MJwbdEBmDxf+TOhQYj8f3pRBBYSiiT3Eyp0OMD2tvRW73LbSkIUaWuSJ8cgoWOWRMzAnhA6Fqr3dyJuMbb7yRN954oyBP+rqyslJeBQARjixg7Jxq9D4HzphIUmWK6DPfwbAlXdbKPNBZ2kxwCBYWBBVhTjrrh2C3Fs9cAhNuYeV6PBIEEovcpmUQCmcW8ISuHAOuAtWoiESZHAfSd3tB725EMFpPRWPRjWqcO3dcimf3CcR8xzC5rdfgHq0nhujiWsfMJgSPjk7Kwdutz4bp7Xzwg1K38LjlZYw6+D+Enot4UDCutRwwJ+zNcM2ASWb64NOiPXeG/3t7e7l7925u3bpVngcym06n5SRlh72WK+7BvygxxsbhpDNc1hXmkTCBufjAIQTvI2cCXIbsPDleDMuNUDCxx8fHxeOaVERAFxYW7jt9x2+NZqKJI3mOvTzeyLsCDd15botUMGZmtllsxogAHx4eFoW28DnUQXl8OGvSeUDeEWikYI/i9JorAUEfGBXnux1a0A9DXkg64n7vvOQeNlCgJPoEkYkcMJ+Hh4flbdAmhkEtToOarDS64jOz76ACQlQMM0YCj7y83L1pitAUZ3D79u289tpr1fjglAhFmXteseY0ovmpXq87c4J0sou3jL7Yvcv3bPjMOxnZPajNBEKgAhAlZdcdiubNO4Z+hvTAP7w3AuUqsCTVpFlgkg5y2fvZW3ItSmIPjPCaSW9zyxgfYl2EAIXD6BDKUHNB31h8lN+exZkQFKJNzQGvXRiFJ8Q7t8iBPhL/GjJzPYLa6/WKkgGpTbAyLlhxBNs7GG00bYRdUAYaY+6Rh9YAgJhYb+aSjVoeO+tg4tVGx9mI5MT7b29v59q1a3nllVeyt7dXVaSy85Bx0D8fg0Y/PV8YFRBochJSQVZjcJBBxuuj9kzQ29iepc0EQmACXE7sCjgWyhs2EC6niYjnHD+5lptnmFWHMedgT+frQRX2qkm3rRr4nHRxuN/2i4IiAN64wr+MydAPhWRBWx7EwsR4EWpzCu6fMxFJ/RYirvcLaBnzaQQs5KaRijMLTltyjSF8koIM2nCF+/C9xcXFgnQ8JhS3Dfe4zqES/ea7dg4ovePxtubBMpGcbFP+zne+k52dncIpsQZ4/5WVlZIV4jPvD6FPRqXe4k7fkCWux2hgABjn8vJy6Qf3HAwGVSbrLG0mDILTQO2CJZ21B+ofHJy8h9BwzvCRewC7TEKZwMQqM+F4SaA/7HfLa/CZGXRXpjmWd2oS45Z0pJrDB/qIQGAobTAYlz1qksJAoyx8Zm9hIrXX6xVFYy4wGFYAlIW5Yp5AIO4f8SthCKSfx+PnmbNwRsMelflzJoHxGCa3eXiMKI2/JakMn9c9SUUYY/iQu8lkkps3b+add97JpUuX8vjjj5dnYMhdGWlHwnxSmwJCsheHT8IoMmcmRZFfGzvKm32KEv/HYJ21zYRBcE2/vbPjcWcTWgKp3VZr8ug0go4Jd5rQpb6OxQ15bX2dRjNMZxFP4x4spO6DUYjj69FoVCw/32mLaDAM3N9CQz27DaD5AubQqTsUywa67ZvjWJAZc9hmLEgBMs/9fr8YItaecXmuk/qUamdpTDLSjLh8b69J22+n9vyZDdJkMsnW1lZ53s///M/n6aefLvPj8mU/l7nlHj6NuuVBkAEjLhtLZ75cpWvepZ0r5DdJ/vd///csaniytme+8mfYfFAJngpP63wqxTxtiqqtW0hSCBcXkfj/CELrkRyD8jtelYmHdcZjQ1AdHx/n9ddfL99ngd0/FMylttwvqfcGtByEvQzIBkGy4bPBIMRgPA6VHG4x7yYn+Z7DlDZXzxyAGIxKjJ7wikZaFmCz+KCKNizgfqwFntOs+9HRUXVuJGtmrgcDi+KBBFyYRBbA8whacJwO+sE4m5Q1AUv60K8DwCD5RHCToU7XYhjW1taK3thpmufiHujOG2+8cWZdnAlS0Qw2QoLQ+RXlDNDMszfiJN2mjqTLFEBKGVVwfyr6lpa6l2Kao2DhEcCkjv2A/SaBvHU46cgdM8Usso2UCU8bSHsQfmcsRk4tOemQxCGAIbsNn2Npw1gUz4VS/sETt1DWrDtjdWzv0MRpNZTWiga68TMNt+31HR5wRkCv16vqOpxpcvhBZgs0MpmcnMTU7t0A7XAvnu/QimsZNxwT26jbMNeZFcIv3ws593oj5+amPP/c86xtJhCCc7IIe5siw9sbcrJVFivr03YQCsfqeDueZQ/jjAL3wzvwOwvQElmO1y9fvlxZa5rr+h2itOkwC/PR0VEp0vLfWuFGWUwAoiQgqrY/zjbYi59GPDJHjun5nGei+E7/2cu5uS9m3P25vb6bkZHHbmPfrgt9Z42dYjUaW1w8qYq9c+dOXnvttYqQPT4+2dvw9ttvVyEcKA/lQwFNimJker1ehsNh5cR4NidGk01pw0Ech9cFeWJeBoNBkQ+HwJzReJY2EwbB8Y9JGSx20r3u3QruBeONRdwLIcMowMBCtDjGbzkD3k9oxcabYCAQIKMELHXLDtsrQsihhCyoqyYhMYk5W+RkgTBEZp7w6syn401v/uJ3CFuHDq2RQHkgL43qSOHZWIAyWq/GnBP++QRhZ2ScJXIthAlaavWdneDe/jvXOlVLSGFUePXq1Wp7MnPA8yHomDuntzHszIlLrh063L17t5yD4FCMXbpwRnzPxXo2nEakGGIcZnIShg+Hw2xsbDwUqTgTIQMQm7SNF63dS2922J426SASkM7MNg2LbfIv6YyBFZdn8pkX3BCZ/sFeE4LYExmOeywmy/C0bf2AvUbL1ie5bxz02bl7mmsRmA+8pP/PnCJ0XO+4ld/dV5OXQG6Mg5GCITLXs4Y2oCb+TOjSN4dczC8GyOsGaWkSz3Ur3//+93P79u0yLkNw5tSckUM/zlh0FsMyzK5Ep5Enk0nZTck6sJYYKa7zGY4OFZKUfT1wZpYJ+IoWob1fmwmEwKRRC2AohbdHITAefoVX0mUqiPUIJxYXF4u1JI5lsWxNmfTJZFIhB7Pubaoxqb1EqySOz5OOxHKcifDj7W1oHAZZgU0e8mzHmswjzzoNstOAqTaGKI6P8bbBRBE8l4QHNpL0syWCW4TjGBfDgWdkbkCI7fyinD59ySEkBpfrHD6Ox+O8/vrreeWVV6ot3SYyWQ9zKeYRuA8Ij2cnqdKtbeja7/cLf8V2cZyIw0TmGlmzcwRNu3/0HZ6ifenvg9pMGARIJO/Td/rIi8RkmtGGcDQXgaU1zE+6rcu9Xq8IKnA56bIDZAacXnQ5NCGI2XO8h193lqRCLQi8005O61lZjSAwit6wYzIThcAYtp7EJCHzaVTBs2y0nJ+3EaWMmH61eX0/q/XaDufoA/Ps72FQnAEyebm7u1syEUZFPN/hmFFckmxvb+ell17K22+/Xf5maG+UZEW1cTepDOqYTqelpB0Zbo1su854dQwKBgQynbX2y1hQcvMpi4uL1YlbHKnm0PosbSYMAoPCulKm6foEs+UYBYTAMNWL1npshNlW22k1rK7jXCbTuxGJ19pqPXiE07IF/M3vlDAUtaKYccdLgpz6/X6x/Agib7yy8fIJOqAeNwsJ/aNSjvG5XoA59zzw3TbUQPidLXK8bmNBXt6eHENGOs7KZLLX8HhhYaG8no71Qx4wODs7O7l27VrefvvtCmV53vDMp6V1k85wGEVYPh2Keh8H14B8fK6CMygYWyPIlnRlP4SrVI1UWRvSpw/TZsIgYO2BRCZQmGCMA+kiIKvZZbw1ikiMaWLI92pTkr1eL+PxuLwMBKPBtU4TOTWJQvV6vbLYFlrugUA7k4IBw7ubRzg+Pq6gL8JEf+zJHV+jHK1hckbAHp1rnEL0BiNDVcbW1ijYAPD9lvgDWfEM5tNErZ9hbijpTm5Oak7DW8H5O4b06Ogo169fz6uvvlpxJ97ARb+dkmWdmE+HahjgpEM5NiDmjpJUSrm4uJi1tbUq9PSamFvBufjUbZ5pmYIEBv1CMttInLXNBKlophfhQ2mw2i1RREaBhqdxjNpaSFtrFtmK3xbEJPU7/RzjezMQIYjjcMft3mJLX7kOC590h50gTCgxwgoqMFzl89MgbZLydzPsngsz9yilU3JWVBANP8wBysd9j4+Py5o6nHD8i7BizPDiGBHG4vQk42zTjJxm5KInDOkPf/jD3LhxozLQKKzXgHCPtTJxa9kj7U0/mUP6bENPkRcnb7WhLuuIPMLbtFtkXWEAABX8SURBVAVePMuyfP78+fT7/QpNIHcmP+nfWdtMIAS2vNpz8+PMAsqDMG5vb+f4+Lgcvur4DKtthXCoweenEYZMMJCPyaXIxQJiw+IQYzgcFgWGXAKe2rtg3RFkE3B8J0khrhA4Gz4TkVZ0IygLBXPgkKc1oo5NHQ+DsIxiWDcYcbzdYDAopyi3sBeS1/E9c2pBbj2pUQiy0nIPr776au7evZvbt29XoYCb2X2Hnf6cNbFxJ6RiDrx25nQIB1hjPPV4PC4GczQaZTgcVmjYRCucAM19xThwoA2hHCRnm8E6a5sJg4DCMplMohedSbaFp+S3Pf3HEA8Bhi13Ksl54Om0PkXIZawYBLwdkNfxMd6N/rqqz8LYhh38zfDbikBcb+VzLj65/xRqhL09Mp1rUCp2w5nJpk4DRXLdRBszY4gw1C504ppWyRwW2di68MvpQRdEuZjLxhVO5a233srNmzeztbVVZTzajIERJ2vk0MzhA/KGIoIGXLnImvMMmkvB6a/n8cKFCxUh7fWxLLThoDfRsWZGEMjouXPnsrGxUa3Bg9pMGISkg0UmpJLOS0AWoQynnQno9BMLzD14BsQTYQmfORZECAkfSOMYJrNQi4vddl/H2wgPnzmbgEC2Y2cs9MuK6QxAkqIwHhtjclELioRBdSjg1GnShRfmROzp7EWNsOg393WBmMdqNp15RJA9/71eV9HH2jrlZ4N3586dXL9+vbzs1Bkdcw9WCtbCfeQZXpM2vLBsOmWddHtnMERci7GCN/DcMX/+P46HNLjRide9dR6spx0C7zV9GIMwExwC5cdJV/9N6sSQt43LmRS+QyyadPUBPpASRp7fnQJM6uPRk45BR8AwAAgw10IIGu7yfSMWhM9ewrG3FxbhMKlpMslerOUknDXhu6dVDXIfvucQzYRp0h3lZeEyscd9nH7l2cw1BpU5Yc5sbOkHoSH3sUFFKd5888289NJLGY1G1WG4RkXOhhgVcE/zJTa+NP5G/5xFIiPglKVJZOYM+UnqV9QZTYH8+B5z61Oy0APmzDrAnFmW2Aj1geMQnF/2AHd2dkpMhdB5T0CSCgXYIwD/LWhtCtGCagaaeyDcLELSnVfA3+g3BgOBwXu3sWgLRf0597ciOqxxnOxcu5+F8Nn4mN03Mej5MsxvyVx7b/MqGA4rqzMr3lXIeDEWzuHTjLr4ng32ZDLJnTt38s477+SNN96o+tkSqsypPbznuFVcnk8zgjORjZy0r1dL6oNQWsOIESP8ZTs0fBJ9wBhAbLLWJlW5L3piRDgej8vrC5Cdh0k9zoRBwPvBB8BQs8CunzdkRfggBb1weCELLAqxtrZWBG9vb6/KIphxN7nX650cKGIBo2DE/cJ4EdLYkLSe1CSoY0TzJUl9mApGrM2D813IR4QBz2MoC+rhM84roCH0zhA4L47CeQygM0N7GzbzByaKvZXbhqU1GDdv3syPfvSj7OzslH7wua+zRz+NJLTBtCHkGhtrrgNx0CejK2ek+J4P1KFPSf1qOW+QMnqy3K2urhbji0xRHJekyoj1+/2MRqOCCpaWlsqJTR9IDgEjQJhgS2lP5Vpww2YTa0kHXclPG4L6qCmjABYz6ardsLxUA3IPx6GGc/6M/jhLAnpA0MwA4+X8XQvX0tJSVSx0fHxyOMna2tp93jWpt1Q7x8+zMCo2FtwXz+R7MncuenJ87YNCmHcbLgwt3tDZDyMiPtvY2Cg7D1EUZ4mY2zaU4l+Tku2YbcRtRFqOBQOBkR6NRllfX6+4p8FgUMrF2/uyNdpzi8zh6JhDsgXMoXmWVhb6/X6pmbGBALlYHj9wIQMdZ8KTzkuZnGPn22g0KlVsbRlv0oUMjv9bRTM7nnQw057FCgXSsHJy/h2KjId0usfGwp7H5brAO+bC3AjjAc2Y+CJl6cM9eZ5f+4biOpb1HDi2dlqTvzHHzBeG2cYPITR34dOybbyNNjD4GGnebXDr1q2quMjem9aStcTb5ij4va098DxYic2L0EfCxMlkUt6z4ViesxVphKM2fD7qj9ALOW55GV4yQzUsumFymXZ0dFTWhx9IZNLeHziDgBAi2F4kFIUJhVfgc1tfp6EocSUMsaLRMAZ4g5Ztd3YhqXfAGQpjTPz6MHMBTqN6QQ25Dw8Ps7u7m/X19YI8UCTGiHKYU6BfPJNn8RmvlyMeb69lrl2TYaTjghpQA/CW+W8ZfSMux/82jMw/c3FwcJDNzc3cuHEj9+7dq4yz+0NrU5sen9eJz/mus0gt52Gv73ml/ygm/XYG5LSGfCFHLZKhsIh1xoAarbT8h+fA80u/jTgYG7JwljYTBgE4hKcnVGDSDa94bfrRUffm4tXV1SLQq6urVbxPlsEhgotlDOFawizpzlogO2HCyhOOYBgZYGTMEyAQKO3x8UmW4Pz58/elAilVdojBXA2Hwyq+dFzP852aZWx4ZJQBWG0OhT47P45AevysHX3wFme8v7ent++P2Nvby09+8pO8+eab2draKt8zEjAKaAlaZx1+mmGgmdhswwvuZXSEAXZYB5loJ8Hccrw+CIK1MCpzw7iAZH1K0+Jit5eE9KP7lnRbrHFCPnEcLml1dbUgy7O2mTAIxEaQURB1hmZMqotHklQ1AElnlZ2KsVd3Xh5BJia2VXYGAtbWnhKFSbr3LRBiGAbaIxrGuk94CD53sQ3NpNvVq1ezs7OT559/vngYjKnhJHAzSXZ2diqjZgbfxJifg1ATQ7fvXDCK8b0wBswH49/f38+dO3fy+uuvZzweZzQaVYjHimN0aGPQfkYfk7q60HyAyVtzOozbCKzNCP00Ipt+sH72wsgVnBRkoOeY+aR/OD0cIWvvcNDyyfO8S3gymVTvEW0N2lnaTBgEvDYThwIyMXgyF34k9cnFSWccTmP2EXAXkCAw7T57jBJxqVvLgCPQLaznWVh6C31LZsI90DAoGB9fmyRPPfVUvve97+Wv//qvc+XKlVy5cqXMhdGLISsIgHE6tscgG0abTDWsN4/CPVC0NjOwv7+fW7du5c6dOxmPxxmPx8VwGvK3xtEKyJybLLSnNyoxz2ADQJ+NIFoD43tgYB2mEKubQEV+bLiRPXNA5rcwMHh2DAM6YKRyfHxcDH6LbG083WcMz/r6etEpo5kHtZkwCCwwNdiED96KayW2heRaK0zSZQkQDCabo82B5Gxo8gYdGw68NpNNjrmNOw11ET4qJlEwjAcCwn0oITaHYNjqvfLHx8e5dOlSnnjiidy7d6/s5Lt48WLOnTuXp59+Oo899lhlUCD9mOuk3v7szATjx9CiLIzHRK4N6nQ6zcbGRt59991sb2/n7t27RVFQeu7lcCzpOBwbAgyvEY9bu96nGROUxucLOhxpQwqHQTZCNqDIDlktiF2/pxMltvd3GTNhsatHk5RqXGez0IPpdFqeMRgMqnXg+EAMBX3EWJk3e1CbGYNwdNSdDcgEWXAM02x5WbS2EMRW1krgUMMn3eBVuI8PrkDxQQtGKIZjGDOOtWrH2IYI/N8pNcf4/I7QQI4uLy/n4sWL1dy98847WVg4eVXYhz70oTz66KO5cOFCOeUXgbfHpLmvZuLbvyFwPOfg4OSVdFtbW8UY8Jo2FJLneI7bZ7TG1Ck6Gyu8qxHJaQYDp8FPm5I2W29Za7MYljsMCrF62weQD2GC5bRFDW0VJg3ZAf7bKdpAwjfgnJBp+nZwcJDhcFiqN0/jMH5amxmDQK0AcJe/excinhfvbqjtWIl7eKOOhckE5nQ6LVDMtf/cy7Eqz/LOv5bkclGU4R+CCx/CGOkfnoF0EUKHEHpcoAQfkcXcbW1tZTQa5ebNmxW3QtoK48D9TGx6b4TXxkQpY0bpuMbcCgiH+7M+/Et9g5l17tNCa3tUcwpGTIb+GJsWjTD3KFB77WlhBt7Wa+wyaxdVmXikVoHneYMc8+hj5hkbyABjAKfm8fFaeRAs4R5cA+9JTU4OUuFowrO2mTAISXdgJv+68jCpYzIEkTiMBXIc7bgR4XMhDZ4uqZWSvhjiJqlIPkMy98fEGmPheXhBp/2saC44Seqtz4wBIWHsly5dyu3bt5Pcz87zN+YOxRuNRhXf4dDHRJqNCX1om/9m8pC5c6xv5fPYDJlPywScllVoyUFQ3WnII+kMiPvN/Ww8WCeT2d5WTPbKdS+eb7a8o+CWNxTd/AxrSl9JGybdsf1HR0el+pA3ZK2urhbk0NYx7OzsFN3p9U62WyMzZ2kzsbnJE3t8fFJ9x3HXTCCD5EUsDBZrT1GGYTiK7Xsk3YtHOYzCoYZPBPKx6g43QCzEziyOeQIjDApTqF1nrEdHRyU+JP5kDrxtFkFqybXLly8Xo9fGxf4dYbaQt/DZ3tnP4ZqWmPJ3POf2vsxpiyjcT5N5lgc+AxHZoGJA+WG9cBr+jOtR9jYT0zoJ1pB5MaGLkiYp8mGuwJyXC+KQOyNcr41JST6zs4KQxdAgr/zf32csOMck9xHj79dmAiHwiiuEy3EWSkL87PMA+HwwGFTfx4InXT6f13UjYOfOncvW1lZF+riyy+w7XgHGHfJvc3OzkKEQg9yLuBIB3dvbK5yF9+rTP5oNindRImAIIGHLrVu3St8dt0JCmRnHI7qCzs2eMElFHpoIdU2HjS5jMSoyOUm9A4bU92UOjKIYh8k37nlaKg0PyzWEJNwn6Q70hX2n1oPrPcdcz78+X8IhQpLKcBGCGnHYcHOgD2Oixqbf75cXt5pLwxgyFtfrOCWLISNcbovUztJmwiB4oTEGPmI6qZlqiBUOwtjd3c2NGzcqyOX4FE9GpsFkk4+58tl1q6ur2dzcLEZod3e3pEPNTWxvb6ff7+fChQv3HTZi2AfZZIX1K72cD8cDIFDE9vaqCP54PC6H0rodHh5WpxJ5rh3ScC3FXUl3ohKFLz7x11DbysP1jB8hJ+b2OwhQEAwlzUy+DTo1+0Y5CH2SqhiItcdYwfqbJLZBZDzAau7PuoNYmRe+hwFDnuy9WxKQZjIZeW5DRhsgZ9wM+1lrOx5zFdyzPQj4LG0mDAJpE6Ask4wHBXb5aKok2drayuHhYTY2NnL9+vXymQ/KOO20XwQEa45gImTUITC5a2trWV5ezrvvvluezUYWLDrVjJubm0WgvRELg5B0Zz7QV94bwU4+BMzE0ng8zvr6emX1h8NhVZjEZw6TTPB5c4z5CgpbeGMVHscFNBg1PJCFF8PAPDtPzhwCpTHAVFGurKyU48ToC8qMUqysrBTCze8ZcBVfe5oSxo2+k8HCiJidx8k4XGTd6CvGxFwJMoXRZ014rwJGjzWled5saNEF+mdjYkfDPQ8ODgq/gPH135HlhylMmgkOgY04rWVFkQzzgdKuGHv99deLEBn+JSeHUSI0kDCOSQ2zSaPZI6OU+/v7WVtby3A4LMKd1FV/7AREwAhTbIgIeRzHw0xTDYky+LVh6+vr2d/fz2g0Kv3GCJlXIX7lvhgKYninoMjiJB2xikDaWyfdblRCp+T+N1zztyQlV26i13DexCJEHIoIOmKN263teEPfE4jMZ0mquQCG+0AT5gynwz0IaQhD28yQOQ5DdYy+ldzpSfrs0524jqpS0BfGj6wQKIjng3g2NjaKQWQuKPAjBPnAcQgQXbaIwLI2Zl5cXCws69LSUl555ZX7Sp0ROEM2hIWJQvk8WY888kgJE0hP8gJN4vEkVZyMkQFpjEajyrq7AMqZAjwXfzNBhxFLupga5fdhFyjp9vZ2khPPw/+dIXHBCgw3UBTjamGGMMUgmwRFca0UNDw6ypd0PAQKZ4huPoh1oF+suZXGWQOMdqsMXEux2eLiYgmdnFExF4E8OO7n2axVkmq/gA2hC7C4p9cPNMa/zJ0dguXXxg1HtrGxUcbBMzFEHM/mvnBPHNJZ20wgBCwpMZZrvP2KLTwGQnxwcJDRaFQtDt5laWmpQh4+Sq1ltpeWlsoZfvZmeNd2N1vLOAMngfw+R8DGp30HIMK3uHhyQjFVjSbimBsWe319vVJ25guvYZKLuaVPfjbX8DtCAwvPoTF8F0Pg/pg95zOEnX0TzAX3ptkY0NozMNtx2jAx7y2UZv1cju2MCt7eMNrb1j0HICz+j3E0qWcOwA7NO2npK9eCFJFvz+FkUu+F4W9ra2vlnq6tQL74u3+YT1//oDYTCIEJBykgaBRiQI44/3xwcHLAJkihtbYgDpTONQ1MulOA7GlvJztJ5UUmk0l5YzGQDvjmY7HYqk1WoX0/AcYNj4rxYg4MnRHC1dXVbG9vl7jbQu0X2Jg7sRI63nXIZINnbiHplBPPw5ue9/b2yjz4tGpzPyZEHdP70Bs+QzFQnBbdYVytYB4DMmJmn+b7eWyM1VkTeAbXBzAOtxYtOqQB9XlOCEN4Ln0HgVrm6Ksdnb+/vb1d3t7EfPX7/VKDAClOAdPDtJlACLu7u5UnaHcscnosvx8cHOS1117LjRs3CuvPv64sRDD9d5TQr9jGwpNLNoHEwnmbMN9t4+k2PqdSLOlicoyZuQuyBHgOCEAMDcQcvIO5BYSLg0voOwaGaxznMs8ujOH7ht1mw02QMRcUvYA0WB8z9XhV7mVkNR6PiyKimPaywG12WTKGpHMiGNY2W8HasCagDdd6YIzszR1y+sU4hCEOX+1gkhQy2eEJssn7Ph32sGXaIQy8BXPKmhodkV3iPhhFP89k+QeOVPRmEE58cbmn4SikzK1btwoCQLlc809zCEFszO9MFAuPF5pOp5Vns/BZKVAclIm/I9jUt8NbQNxxpiN9Hw6H5ft4GdCKvQx8hdNQ+/v7uXTpUlFEFBy0kNQnKu/s7BTlYb88HtS5dOYIg+PMCPey50fxEGRnIvw9hwEomNOX/M6agsScoUFBQGyrq6uFbIRf8BobMdD3w8PD6hBYwlAbv8FgUHEoDn3YI2Jis3UKyJC5GubWiIQ1Rg5BGWQOvJZ8x0afOWJeGKP156xtJgyCK+OsvMBtPsNDXrt2Lf3+ScGQF6vf72c4HJZMggk9sg9OwyA4Se4TSgSB7/HGHTwwCkH/2tfRQUSyQNSuc18WC0Pk7bQ+nw8vZ4SA50QIKJwyN+K4Ho/O3HK4ird4G6pC3E6n04Jy8HqtcrvQiHFboTEKPJN55xrmzGuIAHstiOW9ecrZHK8f38d4wtHYOA0Gg+K1MfoYI68N847RB1HiyZMu/TkcDossOPQ0WkImWV9ky06DeWGXb3KSZWI9jWgJD+iXaz1wKE55PqgtPMzF8zZv8/b/d5sJhDBv8zZvs9HmBmHe5m3eSpsbhHmbt3krbW4Q5m3e5q20uUGYt3mbt9LmBmHe5m3eSpsbhHmbt3krbW4Q5m3e5q20uUGYt3mbt9LmBmHe5m3eSpsbhHmbt3krbW4Q5m3e5q20uUGYt3mbt9LmBmHe5m3eSpsbhHmbt3krbW4Q5m3e5q20uUGYt3mbt9LmBmHe5m3eSpsbhHmbt3krbW4Q5m3e5q20uUGYt3mbt9LmBmHe5m3eSpsbhHmbt3kr7f8BuM6axViBrcoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## demo1\n",
    "src_img = cv2.imread('decolor_img/6.png', 1)\n",
    "src_img=src_img\n",
    "gray,color_boost=decolor(src_img)\n",
    "hist=np.bincount(gray.reshape(-1,))\n",
    "plt.plot(range(len(hist)),hist)\n",
    "plt.title('decolor hist')\n",
    "plt.show()\n",
    "plt.imshow(gray,cmap='gray')\n",
    "plt.title('decolor img')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "plt.imshow(color_boost[:,:,::-1])\n",
    "plt.title('color boost')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## demo2\n",
    "src_img = cv2.imread('decolor_img/10.png', 1)\n",
    "src_img=src_img\n",
    "gray,color_boost=decolor(src_img)\n",
    "hist=np.bincount(gray.reshape(-1,))\n",
    "plt.plot(range(len(hist)),hist)\n",
    "plt.title('decolor hist')\n",
    "plt.show()\n",
    "plt.imshow(gray,cmap='gray')\n",
    "plt.title('decolor img')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "plt.imshow(color_boost[:,:,::-1])\n",
    "plt.title('color boost')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reference \n",
    "[1] Lu C, Xu L, Jia J. Contrast preserving decolorization[C]// IEEE International Conference on Computational Photography. IEEE, 2012:1 - 7.  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
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